IEEE Catalog Number: ISBN:

CFP15IJS-POD 978-1-4799-1961-1

2015 International Joint Conference on Neural Networks (IJCNN 2015)

Killarney, Ireland 12-17 July 2015

Pages 1-815

1/5

TABLE OF CONTENTS

AUTOMATED ONLINE FEATURE SELECTION AND LEARNING FROM HIGH-DIMENSIONAL STREAMING DATA USING AN ENSEMBLE OF KOHONEN NEURONS ................................... 1

Roy, Asim

THE TENSOR DEEP STACKING NETWORK TOOLKIT ............................................................................................ 9Palzer, David ; Hutchinson, Brian

A CONSTRAINED RECURSIVE LEAST SQUARES ALGORITHM FOR ADAPTIVE COMBINATION OF MULTIPLE MODELS................................................................................................................... 14

Hong, Xia ; Gong, Yu

ON THE DESIGN OF HOPFIELD NEURAL NETWORKS: SYNTHESIS OF HOPFIELD TYPE ASSOCIATIVE MEMORIES ............................................................................................................................................ 20

Murthy, Garimella Rama ; Gabbouj, Moncef

NULL SPACE BASED DISCRIMINANT SPARSE REPRESENTATION LARGE MARGIN FOR FACE RECOGNITION ...................................................................................................................................................... 28

Ying Wen ; Lili Hou ; Lianghua He

SPARSE DENSITY ESTIMATION ON MULTINOMIAL MANIFOLD COMBINING LOCAL COMPONENT ANALYSIS................................................................................................................................................ 35

Hong, Xia ; Gao, Junbin

AN INSIGHT ON COMPLEXITY MEASURES AND CLASSIFICATION IN MICROARRAY DATA.................................................................................................................................................................................... 42

Bolan-Canedo, Veranica ; Moran-Fernandez, Laura ; Alonso-Betanzos, Amparo

THE UNBALANCING EFFECT OF HUBS ON K-MEDOIDS CLUSTERING IN HIGH-DIMENSIONAL SPACES .................................................................................................................................................. 50

Schnitzer, Dominik ; Flexer, Arthur

AN EXTENDED FUZZY LOCAL INFORMATION C-MEANS CLUSTERING ALGORITHM.............................. 58Lili Hou ; Le Zhang ; Qiuying Yang ; Ying Wen

CLASS OF MEMRISTORS FROM CASCADE OF STATIC NONLINEAR TWO PORTS WITH DYNAMIC ONE-PORTS ................................................................................................................................................... 66

Ascoli, Alon ; Tetzlaff, Ronald ; Corinto, Fernando

SPIN-TRANSFER TORQUE MAGNETIC NEURON FOR LOW POWER NEUROMORPHIC COMPUTING ...................................................................................................................................................................... 71

Sengupta, Abhronil ; Roy, Kaushik

JOINT ADAPTIVE LOSS AND l2/l0-NORM MINIMIZATION FOR UNSUPERVISED FEATURE SELECTION ........................................................................................................................................................................ 78

Qian, Mingjie ; Zhai, Chengxiang

INPUT SPACE VERSUS FEATURE SPACE IN KERNEL-BASED INTERVAL FUZZY C-MEANS CLUSTERING..................................................................................................................................................................... 86

Pimentel, Bruno A. ; da Costa, Anderson F.B.F. ; de Souza, Renata M.C.R.

OPTIMIZING WORKING SETS FOR TRAINING SUPPORT VECTOR REGRESSORS BY NEWTON'S METHOD....................................................................................................................................................... 93

Abe, Shigeo

A COMPUTATIONAL BASAL GANGLIA MODEL TO ASSESS THE ROLE OF STN-DBS ON IMPULSIVITY IN PARKINSON'S DISEASE ............................................................................................................... 101

Alekhya, Mandali ; Chakravarthy, V Srinivasa

APPROXIMATE POLICY ITERATION WITH UNSUPERVISED FEATURE LEARNING BASED ON MANIFOLD REGULARIZATION .......................................................................................................................... 109

Li, Hongliang ; Liu, Derong ; Wang, Ding

A NEW CROSSBAR ARCHITECTURE BASED ON TWO SERIAL MEMRISTORS WITH THRESHOLD .................................................................................................................................................................... 115

Xiaoping Wang ; Min Chen ; Yi Shen ; Xiaoya Hu

LEARNING DISCRIMINANT ISOMAP FOR DIMENSIONALITY REDUCTION ................................................ 121Bo Yang ; Ming Xiang ; Yupei Zhang

THE ADAPTABLE BUFFER ALGORITHM FOR HIGH QUANTILE ESTIMATION IN NON-STATIONARY DATA STREAMS .................................................................................................................................. 129

Arandjelovic, Ognjen ; Pham, Duc-Son ; Venkatesh, Svetha

SHORT-TERM RAINFALL TIME SERIES PREDICTION WITH INCOMPLETE DATA ................................... 136Rivero, Cristian Rodriguez ; Patino, Hector Daniel ; Pucheta, Julian Antonio

USING CLASSIFIER DIVERSITY TO HANDLE LABEL NOISE............................................................................. 142Smith, Michael R. ; Martinez, Tony

DIAGNOSIS OF PNEUMONIA FROM SOUNDS COLLECTED USING LOW COST CELL PHONES............................................................................................................................................................................. 150

Song, Insu

THE ON-LINE CURVILINEAR COMPONENT ANALYSIS (ONCCA) FOR REAL-TIME DATA REDUCTION..................................................................................................................................................................... 157

Cirrincione, G. ; Herault, J. ; Randazzo, V.

SCALABLE REAL-TIME PARKING LOT CLASSIFICATION: AN EVALUATION OF IMAGE FEATURES AND SUPERVISED LEARNING ALGORITHMS ................................................................................. 165

Tschentscher, Marc ; Koch, Christian ; Konig, Markus ; Salmen, Jan ; Schlipsing, Marc

A NEW ANN-MARKOV CHAIN METHODOLOGY FOR WATER QUALITY PREDICTION............................ 173Xiu Li ; Jingdong Song

A COMBINATION OF MULTI-STATE ACTIVATION FUNCTIONS, MEAN-NORMALISATION AND SINGULAR VALUE DECOMPOSITION FOR LEARNING DEEP NEURAL NETWORKS ....................... 179

Chenghao Cai ; Dengfeng Ke ; Yanyan Xu ; Kaile Su

IMPROVING ESVM WITH GENERALIZED CROSS-VALIDATION ..................................................................... 187Tianshu Feng ; Zhuang, Fuzhen ; He, Qing

INTELLIGENT FACIAL EXPRESSION RECOGNITION WITH ADAPTIVE FEATURE EXTRACTION FOR A HUMANOID ROBOT .............................................................................................................. 195

Mistry, Kamlesh ; Zhang, Li ; Barnden, John

A HYBRID LATENT VARIABLE NEURAL NETWORK MODEL FOR ITEM RECOMMENDATION..................................................................................................................................................... 203

Smith, Michael R. ; Gashler, Michael S. ; Martinez, Tony

SIMILARITY LEARNING BASED ON MULTIPLE SUPPORT VECTOR DATA DESCRIPTION ..................... 210Zhang, Li ; Xingning Lu ; Bangjun Wang ; Shuping He

A FAST APPROXIMATION ALGORITHM FOR 1-NORM SVM WITH SQUARED LOSS ................................. 217Zhang, Li ; Zhou, Weida ; Zhang, Zhao ; Jiwen Yang

RELIABLE SEIZURE PREDICTION FROM EEG DATA ......................................................................................... 225Cherkassky, Vladimir ; Veber, Brandon ; Lee, Jieun ; Shiao, Han-Tai ; Patterson, Ned ; Worrell, Gregory A. ; Brinkmann, Benjamin H.

LOW RANK SEQUENTIAL SUBSPACE CLUSTERING ........................................................................................... 233Guo, Yi ; Gao, Junbin ; Li, Feng ; Tierney, Stephen ; Ming Yin

CLUSTERING ANALYSIS OF THE ELECTRICAL LOAD IN EUROPEAN COUNTRIES.................................. 241Tanwar, Ankit Kumar ; Crisostomi, Emanuele ; Ferraro, Pietro ; Raugi, Marco ; Tucci, Mauro ; Giunta, Giuseppe

AN EFFICIENT RECOGNITION ALGORITHM FOR RESTRICTED BAYESIAN NETWORKS....................... 249Ichisugi, Yuuji ; Takahashi, Naoto

EXPECTED SIMILARITY ESTIMATION FOR LARGE SCALE ANOMALY DETECTION .............................. 255Schneider, Markus ; Ertel, Wolfgang ; Palm, Gunther

INFLUENCE OF THE REFRACTORY PERIOD ON NEURAL NETWORKS BASED ON THE RECOGNITION OF NEURAL SIGNATURES ............................................................................................................. 263

Carrillo-Medina, Jose Luis ; Latorre, Roberto

DISTRIBUTED MUSIC CLASSIFICATION USING RANDOM VECTOR FUNCTIONAL-LINK NETS................................................................................................................................................................................... 272

Scardapane, Simone ; Fierimonte, Roberto ; Wang, Dianhui ; Panella, Massimo ; Uncini, Aurelio

ESTIMATING COMPLEX NETWORKS CENTRALITY VIA NEURAL NETWORKS AND MACHINE LEARNING ................................................................................................................................................... 280

Grando, Felipe ; Lamb, Luis C.

AUTOMATIC MODEL REDUNDANCY REDUCTION FOR FAST BACK-PROPAGATION FOR DEEP NEURAL NETWORKS IN SPEECH RECOGNITION .................................................................................... 288

Qian, Yanmin ; He, Tianxing ; Wei Deng ; Yu, Kai

A KALDI-DNN-BASED ASR SYSTEM FOR ITALIAN .............................................................................................. 294Cosi, Piero

ROBUST MULTI-CLASS GRAPH TRANSDUCTION WITH HIGHER ORDER REGULARIZATION ........................................................................................................................................................ 299

de Sousa, Celso A.R. ; Batista Gustavo E.A.P.A.

AN EXPERIMENTAL ANALYSIS ON TIME SERIES TRANSDUCTIVE CLASSIFICATION ON GRAPHS ............................................................................................................................................................................ 307

de Sousa, Celso A.R. ; Souza, Vinicius M.A. ; Batista, Gustavo E.A.P.A.

REALISTIC AND VERY FAST SIMULATION OF INDIVIDUAL ELECTRICITY CONSUMPTIONS............................................................................................................................................................. 315

Bondu, Alexis ; Dachraoui, Asma

COMBINING OVERALL AND LOCAL CLASS ACCURACIES IN AN ORACLE-BASED METHOD FOR DYNAMIC ENSEMBLE SELECTION .............................................................................................. 323

Vriesmann, Leila M. ; Britto, Alceu S. ; Oliveira, Luiz S. ; Koerich, Alessandro L. ; Sabourin, Robert

FEATURE SELECTION USING PARTIAL LEAST SQUARES REGRESSION AND OPTIMAL EXPERIMENT DESIGN .................................................................................................................................................. 330

Nagaraja, Varun K. ; Abd-Almageed, Wael

AUTOMATIC CLASSIFICATION OF DRUM SOUNDS WITH INDEFINITE PITCH .......................................... 338Souza, Vinicius M.A. ; Batista, Gustavo E.A.P.A. ; Souza-Filho, Nilson E.

GENERALIZED EIGENVALUE PROXIMAL SUPPORT VECTOR MACHINES FOR OUTLIER DESCRIPTION ................................................................................................................................................................. 346

Dufrenois, Franck ; Noyer, Jean Charles

EEG-BASED BIOMETRIC IDENTIFICATION USING LOCAL PROBABILITY CENTERS .............................. 355Chengsheng Mao ; Bin Hu ; Manman Wang ; Moore, Philip

LOCAL RADIAL BASIS FUNCTION NETWORK REGRESSOR WITH FEATURE IMPORTANCE OPTIMIZATION .................................................................................................................................. 363

Yu-Ann Chen ; Pau-Choo Chung

VARIABLE LENGTH CONCENTRATION BASED FEATURE CONSTRUCTION METHOD FOR SPAM DETECTION ......................................................................................................................................................... 370

Gao, Yang ; Mi, Guyue ; Tan, Ying

A BIOLOGICALLY INSPIRED ONSET AND OFFSET SPEECH SEGMENTATION APPROACH.................... 377Abel, Andrew K. ; Hunter, Dean ; Smith, Leslie S.

DISTAL DENDRITE FEEDBACK IN HIERARCHICAL TEMPORAL MEMORY................................................ 385Kneller, Adam ; Thornton, John

COMPETITIVE TWO-ISLAND COOPERATIVE CO-EVOLUTION FOR TRAINING FEEDFORWARD NEURAL NETWORKS FOR PATTERN CLASSIFICATION PROBLEMS ............................ 393

Chandra, Rohitash ; Wong, Gary

TWO-LAYER MIXTURE OF FACTOR ANALYZERS WITH JOINT FACTOR LOADING ................................ 401Yang, Xi ; Huang, Kaizhu ; Zhang, Rui ; Goulermas, John Yannis

COLLABORATIVE CLUSTERING WITH HETEROGENEOUS ALGORITHMS................................................. 409Sublime, Jeremie ; Grozavu, Nistor ; Bennani, Younes ; Cornuejols, Antoine

GABOR FEATURE PROCESSING IN SPIKING NEURAL NETWORKS FROM RETINA-INSPIRED DATA.............................................................................................................................................................. 417

Tsitiridis, Aristeidis ; Conde, Cristina ; de Diego, Isaac Martin ; del Rio Saez, Jose Sanchez ; Gomez, Jorge Raul ; Cabello, Enrique

USING GNG ON 3D OBJECT RECOGNITION IN NOISY RGB-D DATA .............................................................. 425Rangel, Jose Carlos ; Morell, Vicente ; Cazorla, Miguel ; Orts-Escolano, Sergio ; Garcia-Rodriguez, Jose

DATA-DRIVEN VIRTUAL REFERENCE CONTROLLER DESIGN FOR HIGH-ORDER NONLINEAR SYSTEMS VIA NEURAL NETWORK ................................................................................................. 432

Pengfei Yan ; Derong Liu ; Ding Wang

PROBABILISTIC RELATIONAL MODELS WITH CLUSTERING UNCERTAINTY .......................................... 439Coutant, Anthony ; Leray, Philippe ; Le Capitaine, Hoel

SYNAPTIC AMPLIFICATION BY AXO-SHAFT SYNAPSES IN A PYRAMIDAL NEURON MODEL .............................................................................................................................................................................. 447

Zheng, Youwei ; Schwabe, Lars

DEEP SELF-ORGANIZING MAP FOR VISUAL CLASSIFICATION...................................................................... 453Liu, Nan ; Wang, Jinjun ; Gong, Yihong

PAC-BAYES ANALYSIS FOR TWIN SUPPORT VECTOR MACHINES ................................................................ 459Xie, Xijiong ; Sun, Shiliang

AN APPLICATION OF NEUROHYDRODYNAMICS TO A HOPFIELD NEURAL NETWORK......................... 465Hardy, Leon

EVALUATION OF MULTI FEATURE FUSION AT SCORE-LEVEL FOR APPEARANCE-BASED PERSON RE-IDENTIFICATION ................................................................................................................................... 469

Eisenbach, Markus ; Kolarow, Alexander ; Vorndran, Alexander ; Niebling, Julia ; Gross, Horst-Michael

A GRAPHICAL MODEL FRAMEWORK FOR STOCK PORTFOLIO CONSTRUCTION WITH APPLICATION TO A NEURAL NETWORK BASED TRADING STRATEGY ...................................................... 477

Sethi, Mininder ; Treleaven, Philip

IMPROVEMENT OF RELIABILITIES OF REGULATIONS USING A HIERARCHICAL STRUCTURE IN A GENETIC NETWORK .................................................................................................................. 485

Kimura, Shuhei ; Okada-Hatakeyama, Mariko

HEVS: A HIERARCHICAL COMPUTATIONAL MODEL FOR EARLY STAGES OF THE VISUAL SYSTEM............................................................................................................................................................. 492

Jiuqi Han ; Qingqun Kong ; Yi Zeng ; Hongwei Hao

COMPARISON OF AUTO-ENCODERS WITH DIFFERENT SPARSITY REGULARIZERS .............................. 500Li Zhang ; Yaping Lu

IMAGE RECONSTRUCTION VIA STATISTICAL CLASSIFICATION FOR MAGNETIC INDUCTION TOMOGRAPHY ....................................................................................................................................... 505

Yuyan Xue ; Min Han

KANBAN CELL NEURON NETWORK STOCK TRADING SYSTEM (KCNSTS)................................................. 512James, Colin

PARALLEL TRAINING OF CONVOLUTIONAL NEURAL NETWORKS FOR SMALL SAMPLE LEARNING........................................................................................................................................................................ 520

Tianliang Liu ; Haihong Zheng ; Wei Liang

HOPFIELD NETWORKS: FROM OPTIMIZATION TO ADAPTIVE CONTROL ................................................. 526Atencia, Miguel ; Joya, Gonzalo

ONE-SHOT TRAINING OF POLYNOMIAL CELLULAR NEURAL NETWORKS AND APPLICATIONS IN IMAGE PROCESSING ................................................................................................................ 534

Arista-Jalife, Antonio ; Gomez-Ramirez, Eduardo

HIGH-DIMENSIONAL FUNCTION APPROXIMATION USING LOCAL LINEAR EMBEDDING.................... 542Andras, Peter

SELF-STRUCTURED CONFABULATION NETWORK FOR FAST ANOMALY DETECTION AND REASONING ........................................................................................................................................................... 550

Chen, Qiuwen ; Wu, Qing ; Bishop, Morgan ; Linderman, Richard ; Qiu, Qinru

DUAL SPATIAL PYRAMID ON ROTATION INVARIANT TEXTURE FEATURE FOR HEP-2 CELL CLASSIFICATION ............................................................................................................................................... 558

Xu, Xiang ; Lin, Feng ; Ng, Carol ; Leong, Khai Pang

A MULTI-LABEL FEATURE SELECTION ALGORITHM BASED ON MULTI-OBJECTIVE OPTIMIZATION .............................................................................................................................................................. 566

Jing Yin ; Tengfei Tao ; Jianhua Xu

FORECASTING MODEL FOR BIDDING BEHAVIOR OF ADVERTISERS BASED ON HMM.......................... 573Lili Long ; Hongbin Dong ; Yue Pan ; Li Huangfu ; Naikang Gou ; Xingmei Wang

A BIO-INSPIRED METHOD FOR OBJECT REPRESENTATION ........................................................................... 580Hui, Wei

RANKING ALGORITHM BASED ON RELATIONAL TOPIC MODEL ................................................................. 588Ding, Yuxin ; Shengli Yan ; Yang Xiao ; Tingting Tao

INCREMENTAL PROBABILISTIC CLASSIFICATION VECTOR MACHINE WITH LINEAR COSTS ................................................................................................................................................................................ 596

Schleif, F.-M. ; Chen, H. ; Tino, P.

A HANDS FREE BROWSER USING EEG AND VOICE INPUTS............................................................................. 604Bose, Joy ; Singhai, Amit ; Trisal, Ankur ; Keshav, Vinod ; Dubey, Utkarsh

L3-SVM: A LIFELONG LEARNING METHOD FOR SVM........................................................................................ 612Youlu Xing ; Shen, Furao ; Chaomin Luo ; Zhao, Jinxi

MULTI-FREQUENCY SINUSOIDAL WAVE CONTROL IN A CHAOTIC NEURAL NETWORK..................... 620He, Guoguang ; Chongchong Wang ; Xie, Xiaoping ; Zhu, Ping

INTRODUCTION TO CIRCUITML: MODELING LOCAL PROCESSING UNITS IN THE DROSOPHILA BRAIN..................................................................................................................................................... 626

Chevitarese, Daniel Salles ; Szwarcman, Dilza ; Vellasco, Marley

PREDICTION INTERVAL-BASED NEURAL NETWORK CONTROLLER FOR NONLINEAR PROCESSES ...................................................................................................................................................................... 634

Hosen, Mohammad Anwar ; Khosravi, Abbas ; Nahavandi, Saeid ; Creighton, Douglas ; Salaken, Syed Moshfeq

A MEMETIC ALGORITHM BASED EXTREME LEARNING MACHINE FOR CLASSIFICATION ........................................................................................................................................................... 640

Yongshan Zhang ; Cai, Zhihua ; Wu, Jia ; Xinxin Wang ; Xiaobo Liu

GEOMETRIC APPROACH OF QUASI-LINEAR KERNEL COMPOSITION FOR SUPPORT VECTOR MACHINE ....................................................................................................................................................... 648

Weite Li ; Hu, Jinglu

A NEURODYNAMIC OPTIMIZATION APPROACH TO SYNTHESIS OF LINEAR SYSTEMS WITH FAULT DETECTION VIA ROBUST POLE ASSIGNMENT .......................................................................... 655

Le, Xinyi ; Wang, Jun

MODULATION RATIO OF LAYER 2/3 CELLS IN PRIMARY VISUAL CORTEX: A MODEL BASED STUDY ................................................................................................................................................................. 661

Dhanaraj K.J. ; Bhaumik, Basabi

STRATEGIC APPROACH FOR MULTIPLE-MLP ENSEMBLE RE-RX ALGORITHM ...................................... 669Hayashi, Yoichi ; Fujisawa, Shota

THREE-MLP ENSEMBLE RE-RX ALGORITHM AND RECENT CLASSIFIERS FOR CREDIT-RISK EVALUATION ....................................................................................................................................................... 677

Hayashi, Yoichi ; Tanaka, Yuki ; Yukita, Shonosuke ; Nakano, Satoshi ; Bologna, Guido

A NOVEL DIVERSITY-GUIDED ENSEMBLE OF NEURAL NETWORK BASED ON ATTRACTIVE AND REPULSIVE PARTICLE SWARM OPTIMIZATION ............................................................ 685

Han, Fei ; Yang, Dan ; Ling, Qing-Hua ; Huang, De-Shuang

AN EFFICIENT SPINNAKER IMPLEMENTATION OF THE NEURAL ENGINEERING FRAMEWORK ................................................................................................................................................................. 692

Mundy, Andrew ; Knight, James ; Stewart, Terrence C. ; Furber, Steve

EXPLORING AUTOENCODERS FOR UNSUPERVISED FEATURE SELECTION.............................................. 700Chandra, B. ; Sharma, Rajesh K.

SPLITTING WITH CONFIDENCE IN DECISION TREES WITH APPLICATION TO STREAM MINING ............................................................................................................................................................................. 706

De Rosa, Rocco ; Cesa-Bianchi, Nicolo

IMPROVING LOAD FORECAST ACCURACY BY CLUSTERING CONSUMERS USING SMART METER DATA .................................................................................................................................................................. 714

Shahzadeh, Abbas ; Khosravi, Abbas ; Nahavandi, Saeid

APPLICATION OF COOPERATIVE NEURO-EVOLUTION OF ELMAN RECURRENT NETWORKS FOR A TWO-DIMENSIONAL CYCLONE TRACK PREDICTION FOR THE SOUTH PACIFIC REGION............................................................................................................................................. 721

Chandra, Rohitash ; Dayal, Kavina ; Rollings, Nicholas

BIOMEDICAL DATA INTEGRATION AND ONTOLOGY-DRIVEN MULTI-FACETS VISUALIZATION............................................................................................................................................................. 729

De Maio, Carmen ; Fenza, Giuseppe ; Loia, Vincenzo ; Parente, Mimmo

INTEGRATION OF ARTICULATORY KNOWLEDGE AND VOICING FEATURES BASED ON DNN/HMM FOR MANDARIN SPEECH RECOGNITION ......................................................................................... 737

Ying-Wei Tan ; Wen-Ju Liu ; Wei Jiang ; Hao Zheng

GROWING HIERARCHICAL TREES FOR DATA STREAM CLUSTERING AND VISUALIZATION............................................................................................................................................................. 745

Doan, Nhat-Quang ; Ghesmoune, Mohammed ; Azzag, Hanane ; Lebbah, Mustapha

CONCEPT DRIFT DETECTION FOR STREAMING DATA..................................................................................... 753Heng Wang ; Abraham, Zubin

SPATIO-TEMPORAL MAP FORMATION BASED ON A POTENTIAL FUNCTION ........................................... 762Gowgi, Prayag ; Garani Srinivasa, Shayan

A NEURAL PATH INTEGRATION MECHANISM FOR ADAPTIVE VECTOR NAVIGATION IN AUTONOMOUS AGENTS .............................................................................................................................................. 770

Goldschmidt, Dennis ; Dasgupta, Sakyasingha ; Worgotter, Florentin ; Manoonpong, Poramate

FACE RECOGNITION USING SPECIAL NEURAL NETWORKS........................................................................... 778Kussul, Ernst ; Baydyk, Tetyana

A PARTAN-ACCELERATED FRANK-WOLFE ALGORITHM FOR LARGE-SCALE SVM CLASSIFICATION ........................................................................................................................................................... 785

Frandi, Emanuele ; Nanculef, Ricardo ; Suykens, Johan A.K.

QUANTUM-INSPIRED COMPLEX-VALUED MULTIDIRECTIONAL ASSOCIATIVE MEMORY .................. 793Masuyama, Naoki ; Loo, Chu Kiong

DIRECT CONVERSION FROM FACIAL MYOELECTRIC SIGNALS TO SPEECH USING DEEP NEURAL NETWORKS .................................................................................................................................................... 801

Diener, Lorenz ; Janke, Matthias ; Schultz, Tanja

ENHANCED RECURRENT NETWORK TRAINING ................................................................................................. 808Jafari, Amir H. ; Hagan, Martin T.

A CASCADE OF LINGUISTIC CMAC NEURAL NETWORKS FOR DECISION MAKING................................ 816He, Hongmei ; Zhenhuan Zhu ; Tiwari, Ashutosh ; Mills, Andrew

USING SUPPORT VECTOR MACHINES AND TWO DIMENSIONAL DISCRETE COSINE TRANSFORM IN SPEECH AUTOMATIC RECOGNITION ..................................................................................... 823

Batista, Gracieth Cavalcanti ; Silva, Washington Luis Santos

NEURAL CIRCUITS FOR TOUCH-INDUCED LOCOMOTION IN CAENORHABDITIS ELEGANS .......................................................................................................................................................................... 828

Patil, Sukanya ; Zhou, Kaidi ; Parker, Alice C.

ADAPTIVE MEMETIC ALGORITHM FOR THE JOB SHOP SCHEDULING PROBLEM.................................. 836Nalepa, Jakub ; Cwiek, Marcin ; Kawulok, Michal

NEW INSIGHTS INTO THE LANDSCAPE RELATIONSHIPS OF HOST RESPONSE TO BACTERIAL PATHOGENS............................................................................................................................................ 844

Xiaoyao Yin ; Lu Han ; Hui Bai ; Xiaochen Bo ; Yun Bai ; Cong Niu ; Naiyang Guan ; Zhigang Luo

RUNTIME DETECTION OF ACTIVATED POLYCHRONOUS NEURONAL GROUP TOWARDS ITS SPATIOTEMPORAL ANALYSIS ........................................................................................................................... 852

Haoqi Sun ; Yan Yang ; Sourina, Olga ; Guang-Bin Huang

SHRINKAGE LEARNING TO IMPROVE SVM WITH HINTS ................................................................................ 860Oneto, Luca ; Ghio, Alessandro ; Ridella, Sandro ; Anguita, Davide

SUPPORT VECTOR MACHINES AND STRICTLY POSITIVE DEFINITE KERNEL: THE REGULARIZATION HYPERPARAMETER IS MORE IMPORTANT THAN THE KERNEL HYPERPARAMETERS ................................................................................................................................................... 869

Oneto, Luca ; Ghio, Alessandro ; Ridella, Sandro ; Anguita, Davide

FAST CONVERGENCE OF EXTENDED RADEMACHER COMPLEXITY BOUNDS ......................................... 873Oneto, Luca ; Ghio, Alessandro ; Ridella, Sandro ; Anguita, Davide

TWO-DIMENSIONAL MULTI-LAYER FACTOR GRAPHS IN REDUCED NORMAL FORM........................... 883Buonanno, Amedeo ; Palmieri, Francesco A.N.

REDUCTION OF CATASTROPHIC FORGETTING WITH TRANSFER LEARNING AND TERNARY OUTPUT CODES ......................................................................................................................................... 889

Gutstein, Steven ; Stump, Ethan

MULTIPLE SVM-RFE FOR MULTI-CLASS GENE SELECTION ON DNA MICROARRAY DATA.................................................................................................................................................................................. 897

Zhang, Li ; Xiaojuan Huang

EFFECTIVE INSECT RECOGNITION USING A STACKED AUTOENCODER WITH MAXIMUM CORRENTROPY CRITERION ................................................................................................................ 903

Yu Qi ; Cinar, Goktug T. ; Souza, Vinicius M.A. ; Batista, Gustavo E.A.P.A. ; Yueming Wang ; Principe, Jose C.

A DIFFERENTIAL EVOLUTION-BASED METHOD FOR CLASS-IMBALANCED COST-SENSITIVE LEARNING.................................................................................................................................................. 910

Chen Qiu ; Jiang, Liangxiao ; Ganggang Kong

SOLVING RELIABILITY REDUNDANCY ALLOCATION PROBLEMS WITH ORTHOGONAL SIMPLIFIED SWARM OPTIMIZATION ..................................................................................................................... 918

Yeh, Wei-Chang ; Chung, Vera Yuk Ying ; Yun-Zhi Jiang ; Xiangjian He

SPIKE SYNCHRONIZATION IN A SMALL-WORLD NETWORK ......................................................................... 925Harter, Derek

ROBUST SEMI-SUPERVISED NONNEGATIVE MATRIX FACTORIZATION .................................................... 933Jing Wang ; Feng Tian ; Chang Hong Liu ; Xiao Wang

ORDER-AWARE EXEMPLARS FOR STRUCTURING VIDEO SETS: CLUSTERING, ALIGNED MATCHING AND RETRIEVAL BY SIMILARITY .................................................................................................... 941

Matsuyama, Yasuo ; Shikano, Akihiro ; Iwase, Hiromichi ; Horie, Teruki

CARLSIM 3: A USER-FRIENDLY AND HIGHLY OPTIMIZED LIBRARY FOR THE CREATION OF NEUROBIOLOGICALLY DETAILED SPIKING NEURAL NETWORKS........................................................ 951

Beyeler, Michael ; Carlson, Kristofor D. ; Ting-Shuo Chou ; Dutt, Nikil ; Krichmar, Jeffrey L.

A LABEL COMPRESSION CODING APPROACH THROUGH MAXIMIZING DEPENDENCE BETWEEN FEATURES AND LABELS FOR MULTI-LABEL CLASSIFICATION ............................................... 959

Lei Cao ; Xu, Jianhua

PREDICTION OF ELECTRONIC PARAMETERS OF COMPENSATED MULTI-CRYSTALLINE SOLAR-GRADE SILICON USING ARTIFICIAL NEURAL NETWORKS .............................................................. 967

Patra, Jagdish C. ; Modanese, Chiara ; Acciarri, Maurizio

COMPARISON BETWEEN INVERSE MODELLING AND DATA ASSIMILATION TO ESTIMATE RAINFALL FROM RUNOFF USING THE MULTILAYER PERCEPTRON..................................... 975

Johannet, Anne ; Taver, Virgile ; Vinches, Marc ; Borrell Estupina, Valerie ; Pistre, Severin ; Bertin, Dominique

MULTI-SCALE LOCAL SHAPE ANALYSIS AND FEATURE SELECTION IN MACHINE LEARNING APPLICATIONS......................................................................................................................................... 983

Bendich, Paul ; Gasparovic, Ellen ; Harer, John ; Izmailov, Rauf ; Ness, Linda

ORTHOGONAL PSO ALGORITHM FOR SOLVING RAMP RATE CONSTRAINTS AND PROHIBITED OPERATING ZONES IN SMART GRID APPLICATIONS.............................................................. 991

Loau Tawfak Al Bahrani ; Patra, Jagdish C.

REINFORCEMENT LEARNING WITH INTERNAL-DYNAMICS-BASED EXPLORATION USING A CHAOTIC NEURAL NETWORK ................................................................................................................. 998

Shibata, Katsunari ; Sakashita, Yuta

MODELLING EMOTIONAL ATTACHMENT: AN INTEGRATIVE FRAMEWORK FOR ARCHITECTURES AND SCENARIOS ....................................................................................................................... 1006

Petters, Dean ; Waters, Everett

APPLIANCE LEVEL DEMAND MODELING AND PRICING OPTIMIZATION FOR DEMAND RESPONSE MANAGEMENT IN SMART GRID ....................................................................................................... 1014

Meng, Fan-Lin ; Zeng, Xiao-Jun

ADAPTIVE SKEW-SENSITIVE FUSION OF ENSEMBLES AND THEIR APPLICATION TO FACE RE-IDENTIFICATION....................................................................................................................................... 1022

De-la-Torre, Miguel ; Granger, Eric ; Sabourin, Robert

COMPARISON OF META-ANALYSIS APPROACHES FOR NEUROIMAGING STUDIES OF REWARD PROCESSING: A CASE STUDY ............................................................................................................... 1030

Chawla, Manisha ; Miyapuram, Krishna P.

A NEW TERMINATING CONDITION TO IDENTIFY THE CONVERGENCE OF THE LEARNING PROCESS IN MULTI-LAYER FEED-FORWARD NEURAL NETWORKS .................................... 1035

Sean Shensheng Xu ; Chi-Chung Cheung

THERMAL COMFORT CONTROL BASED ON MEC ALGORITHM FOR HVAC SYSTEMS ......................... 1041Dong Li ; Zhao, Dongbin ; Zhu, Yuanheng ; Xia, Zhongpu

ONLINE REINFORCEMENT LEARNING BY BAYESIAN INFERENCE ............................................................ 1047Xia, Zhongpu ; Zhao, Dongbin

TYPICALITY DISTRIBUTION FUNCTION — A NEW DENSITY-BASED DATA ANALYTICS TOOL ............................................................................................................................................................................... 1053

Angelov, Plamen

CONNECTIVITY ESTIMATION OF NEURAL NETWORKS USING A SPIKE TRAIN KERNEL ................... 1061Tezuka, Taro ; Claramunt, Christophe

A NON-SIGMOIDAL ACTIVATION FUNCTION FOR FEEDFORWARD ARTIFICIAL NEURAL NETWORKS.................................................................................................................................................................... 1068

Chandra, Pravin ; Ghose, Udayan ; Sood, Apoorvi

STATIONARITY OF MATRIX RELEVANCE LVQ ................................................................................................. 1076Biehl, Michael ; Hammer, Barbara ; Schleif, Frank-Michael ; Schneider, Petra ; Villmann, Thomas

IMPROVED MULTI-KERNEL SVM FOR MULTI-MODAL AND IMBALANCED DIALOGUE ACT CLASSIFICATION................................................................................................................................................ 1084

Zhou, Yucan ; Xiaowei Cui ; Hu, Qinghua ; Jia, Yuan

FUNCTIONAL LINK EXPANSIONS FOR NONLINEAR MODELING OF AUDIO AND SPEECH SIGNALS ......................................................................................................................................................................... 1092

Comminiello, Danilo ; Scardapane, Simone ; Scarpiniti, Michele ; Parisi, Raffaele ; Uncini, Aurelio

AN INTERACTIVE OPTIMIZATION PROCEDURE FOR STEREOPHONIC ACOUSTIC ECHO CANCELLATION SYSTEMS ....................................................................................................................................... 1100

Romoli, Laura ; Cecchi, Stefania ; Piazza, Francesco ; Comminiello, Danilo ; Scarpiniti, Michele ; Uncini, Aurelio

IMPACT OF DIFFERENT METRICS ON MULTI-VIEW CLUSTERING............................................................. 1107Serra, Angela ; Greco, Dario ; Tagliaferri, Roberto

UNIT COMMITMENT CONSIDERING MULTIPLE CHARGING AND DISCHARGING SCENARIOS OF PLUG-IN ELECTRIC VEHICLES................................................................................................. 1115

Yang, Zhile ; Li, Kang ; Niu, Qun ; Foley, Aoife

PROOF OF HIDDEN NODE NUMBER IN MLP AND EXPERIMENTS ON WELL LOG DATA INVERSION .................................................................................................................................................................... 1123

Huang, Kou-Yuan ; Shen, Liang-Chi ; Jiun-Der You

A FULLY INTEGRATED ANALOG NEURON FOR DYNAMIC MULTI-LAYER PERCEPTRON NETWORKS.................................................................................................................................................................... 1129

Ngwar, Melin ; Wight, Jim

SEMG-BASED TORQUE ESTIMATION FOR ROBOT-ASSISTED LOWER LIMB REHABILITATION........................................................................................................................................................ 1137

Peng, Long ; Hou, Zeng-Guang ; Kasabov, Nikola ; Hu, Jin ; Peng, Liang ; Wang, Wei-Qun

QUASI-NEWTON LEARNING METHODS FOR COMPLEX-VALUED NEURAL NETWORKS ..................... 1142Popa, Calin-Adrian

HANDWRITTEN DIGIT RECOGNITION OF INDIAN SCRIPTS: A CASCADE OF DISTANCES APPROACH .................................................................................................................................................................... 1150

Cecotti, Hubert

GREEDY MULTI-CLASS LABEL PROPAGATION................................................................................................. 1157Cecotti, Hubert

PRODUCT RESERVOIR COMPUTING: TIME-SERIES COMPUTATION WITH MULTIPLICATIVE NEURONS ................................................................................................................................... 1163

Goudarzi, Alireza ; Shabani, Alireza ; Stefanovic, Darko

EFFICIENT REPRESENTATION RANKING FOR TRANSFER LEARNING ...................................................... 1171Tran, Son N. ; Garcez, Artur d'Avila

ONLINE DIFFUSION SOURCE DETECTION IN SOCIAL NETWORKS............................................................. 1179Haishuai Wang ; Zhang, Peng ; Ling Chen ; Huan Liu ; Chengqi Zhang

FIE-FCMAC: A NOVEL FUZZY CEREBELLUM MODEL ARTICULATION CONTROLLER (FCMAC) USING FUZZY INTERPOLATION AND EXTRAPOLATION TECHNIQUE..................................... 1187

Zhou, Weigui Jair ; Maskell, Douglas Leslie ; Quek, Chai

COMPLEX-VALUED MULTILAYER PERCEPTRON LEARNING USING SINGULAR REGIONS AND SEARCH PRUNING ............................................................................................................................................. 1195

Satoh, Seiya ; Nakano, Ryohei

NEURAL NETWORK CONTROL FOR BALANCING PERFORMANCE OF A SINGLE-WHEEL TRANSPORTATION VEHICLE .................................................................................................................................. 1201

Ha, M.S. ; Jung, S.

IMPROVING DEEP NEURAL NETWORKS USING SOFTPLUS UNITS.............................................................. 1206Hao Zheng ; Zhanlei Yang ; Wenju Liu ; Jizhong Liang ; Yanpeng Li

CONCEPT DRIFT DETECTION USING SUPERVISED BIVARIATE GRIDS ..................................................... 1210Salperwyck, Christophe ; Boulle, Marc ; Lemaire, Vincent

A MULTISCALE IMAGE COMPRESSOR WITH RBFNN AND DISCRETE WAVELET DECOMPOSITION ........................................................................................................................................................ 1219

Wozniak, Marcin ; Napoli, Christian ; Tramontana, Emiliano ; Capizzi, Giacomo

INTEGRATING WORD EMBEDDINGS AND TRADITIONAL NLP FEATURES TO MEASURE TEXTUAL ENTAILMENT AND SEMANTIC RELATEDNESS OF SENTENCE PAIRS .................................... 1226

Zhao, Jiang ; Lan, Man ; Niu, Zheng-Yu ; Yue Lu

ADVANCED CLASSIFICATION OF ALZHEIMER'S DISEASE AND HEALTHY SUBJECTS BASED ON EEG MARKERS ........................................................................................................................................ 1233

Bevilacqua, Vitoantonio ; Salatino, Angelo Antonio ; Di Leo, Carlo ; Tattoli, Giacomo ; Buongiorno, Domenico ; Signorile, Domenico ; Babiloni, Claudio ; Del Percio, Claudio ; Triggiani, Antonio Ivano ; Gesualdo, Loreto

A SUPERVISED CAD TO SUPPORT TELEMEDICINE IN HEMATOLOGY ...................................................... 1238Bevilacqua, Vitoantonio ; Buongiorno, Domenico ; Carlucci, Pierluigi ; Giglio, Ferdinando ; Tattoli, Giacomo ; Guarini, Attilio ; Sgherza, Nicola ; De Tullio, Giacoma ; Minoia, Carla ; Scattone, Anna ; Simone, Giovanni ; Girardi, Francesco ; Zito, Alfredo ; Gesualdo, Loreto

SPECTRAL CLUSTERING OF HIGH-DIMENSIONAL DATA VIA NONNEGATIVE MATRIX FACTORIZATION ......................................................................................................................................................... 1245

Shulin Wang ; Fang Chen ; Jianwen Fang

A SIMULATOR FOR FREEMAN K-SETS IN JAVA ................................................................................................ 1253Piazentin, Denis R.M. ; Rosa, Joao Luis G.

ADAPTIVE APPROACHES FOR KEYSTROKE DYNAMICS ................................................................................ 1261Pisani, Paulo Henrique ; Lorena, Ana Carolina ; de Carvalho, Andre C.P.L.F.

PROBABILISTIC DYNAMIC CAUSAL MODEL FOR TEMPORAL DATA......................................................... 1269Xiabing Zhou ; Wenhao Huang ; Ni Zhang ; Weisong Hu ; Sizhen Du ; Song, Guojie ; Xie, Kunqing

LATTICE POINT SETS FOR EFFICIENT KERNEL SMOOTHING MODELS ................................................... 1277Cervellera, Cristiano ; Gaggero, Mauro ; Maccio, Danilo ; Marcialis, Roberto

ECAS-II: A HYBRID ALGORITHM FOR THE CONSTRUCTION OF MULTIDIMENSIONAL IMAGE SEGMENTERS................................................................................................................................................. 1285

Priego, B. ; Bellas, F. ; Duro, R.J.

EVENT-TRIGGERED ADAPTIVE DYNAMIC PROGRAMMING FOR CONTINUOUS-TIME NONLINEAR SYSTEM USING MEASURED INPUT-OUTPUT DATA ................................................................. 1293

Zhong, Xiangnan ; Ni, Zhen ; He, Haibo

A MUSHROOM BODIES INSPIRED SPIKING NETWORK FOR CLASSIFICATION AND SEQUENCE LEARNING ............................................................................................................................................... 1301

Arena, Paolo ; Cali, Marco ; Patane, Luca ; Portera, Agnese ; Strauss, Roland

A NOVELTY DETECTION APPROACH TO IDENTIFY THE OCCURRENCE OF LEAKAGE IN SMART GAS AND WATER GRIDS............................................................................................................................. 1309

Fagiani, Marco ; Squartini, Stefano ; Severini, Marco ; Piazza, Francesco

HIERARCHICAL CLASSIFICATION OF GENE ONTOLOGY-BASED PROTEIN FUNCTIONS WITH NEURAL NETWORKS...................................................................................................................................... 1317

Cerri, Ricardo ; Barros, Rodrigo C. ; de Carvalho, Andre C.P.L.F.

A BOUNDEDNESS THEORETICAL ANALYSIS FOR GRADP DESIGN: A CASE STUDY ON MAZE NAVIGATION .................................................................................................................................................... 1325

Ni, Zhen ; Zhong, Xiangnan ; He, Haibo

A NEURAL NETWORK MODEL OF DECISIONS ON THE ASIAN DISEASE PROBLEM ............................... 1333AlQaudi, Bakur ; Levine, Daniel S. ; Lewis, Frank L.

INTERACTIVE REINFORCEMENT LEARNING THROUGH SPEECH GUIDANCE IN A DOMESTIC SCENARIO................................................................................................................................................ 1341

Cruz, Francisco ; Twiefel, Johannes ; Magg, Sven ; Weber, Cornelius ; Wermter, Stefan

SIMPLIFIED AND GRADUAL INFORMATION CONTROL FOR IMPROVING GENERALIZATION PERFORMANCE OF MULTI-LAYERED NEURAL NETWORKS................................... 1349

Kamimura, Ryotaro

MYSTERY IN EXPERIMENTAL PSYCHOLOGY, AESTHETIC EMOTIONS.................................................... 1356Perlovsky, Leonid

NOVEL HIERARCHICAL CELLULAR SIMULTANEOUS RECURRENT NEURAL NETWORK FOR OBJECT DETECTION ......................................................................................................................................... 1361

Alam, M. ; Vidyaratne, L. ; Iftekharuddin, K.M.

FILTERING SAR IMAGERY FOR EDGE DETECTION USING SUPPORT VALUE TRANSFORM ................................................................................................................................................................. 1368

Li Zhang ; Weida Zhou ; Bangjun Wang

REFINING CONSTRUCTIVE NEURAL NETWORKS USING FUNCTIONALLY EXPANDED INPUT DATA .................................................................................................................................................................. 1376

Bertini, Joao Roberto ; Nicoletti, Maria do Carmo

RESTORING HIGH FREQUENCY SPECTRAL ENVELOPES USING NEURAL NETWORKS FOR SPEECH BANDWIDTH EXTENSION ............................................................................................................... 1384

Yu Gu ; Ling, Zhen-Hua

DEEP LEARNING USING PARTITIONED DATA VECTORS ............................................................................... 1392Mitchell, Ben ; Tosun, Hasari ; Sheppard, John

A TRANSDUCTIVE SVM WITH QUASI-LINEAR KERNEL BASED ON CLUSTER ASSUMPTION FOR SEMI-SUPERVISED CLASSIFICATION ............................................................................... 1400

Zhou, Bo ; Fu, Di ; Dong, Chao ; Hu, Jinglu

IMPROVED HUMAN PULSE PEAK ESTIMATION USING DERIVATIVE FEATURES FOR NONCONTACT PULSE TRANSIT TIME MEASUREMENTS ................................................................................ 1407

Yoshioka, Mototaka ; Murakami, Kenta ; Ozawa, Jun

A PREDICTION MODEL FOR HIGH-FREQUENCY FINANCIAL TIME SERIES............................................. 1413Araujo, Ricardo de A. ; Oliveira, Adriano L.I. ; Meira, Silvio

AN ART-LIKE ALGORITHM FOR CONSTRUCTING RBF NEURAL NETWORKS ......................................... 1421Meng, Xi ; Qiao, Jun-Fei ; Han, Hong-Gui

A HIERARCHICAL SVM BASED MULTICLASS CLASSIFICATION BY USING SIMILARITY CLUSTERING................................................................................................................................................................. 1428

Dong, Chao ; Zhou, Bo ; Hu, Jinglu

A HYBRID STRATEGY FOR CHINESE DOMAIN-SPECIFIC TERMINOLOGY EXTRACTION ................... 1434Qiang Zhan ; Chunhong Wang

AN OVERVIEW ON THE GAUSSIAN FIELDS AND HARMONIC FUNCTIONS METHOD FOR SEMI-SUPERVISED LEARNING ................................................................................................................................ 1439

de Sousa, Celso A.R.

A NATURAL LANGUAGE PROCESSING NEURAL NETWORK COMPREHENDING ENGLISH ................. 1447Yuanzhi Ke ; Hagiwara, Masafumi

ON THE METHOD FOR DATA STREAMS AGGREGATION TO PREDICT SHOPPERS LOYALTY ....................................................................................................................................................................... 1454

Nikulin, Vladimir

ANALYSIS AND EVALUATION OF SMARTPHONE-BASED HUMAN ACTIVITY RECOGNITION USING A NEURAL NETWORK APPROACH ............................................................................. 1462

Kwon, Yongjin ; Kang, Kyuchang ; Bae, Changseok

SPECTRAL CLUSTERING USING ROBUST SIMILARITY MEASURE BASED ON CLOSENESS OF SHARED NEAREST NEIGHBORS ....................................................................................................................... 1467

Xiucai Ye ; Sakurai, Tetsuya

COMPUTATIONAL ANALYSIS OF THE BIDIRECTIONAL ACTIVATION-BASED LEARNING IN AUTOENCODER TASK........................................................................................................................................... 1475

Csiba, Peter ; Farkas, Igor

IMPROVING SVM BASED MULTI-LABEL CLASSIFICATION BY USING LABEL RELATIONSHIP............................................................................................................................................................. 1481

Fu, Di ; Zhou, Bo ; Hu, Jinglu

AUTOMATIC FAULT DETECTION AND DIAGNOSIS FOR PHOTOVOLTAIC SYSTEMS USING COMBINED ARTIFICIAL NEURAL NETWORK AND ANALYTICAL BASED METHODS....................................................................................................................................................................... 1487

Jiang, Lian Lian ; Maskell, Douglas L.

EXTENDING TRAFFIC LIGHT RECOGNITION: EFFICIENT CLASSIFICATION OF PHASE AND PICTOGRAM ........................................................................................................................................................ 1495

Michael, Matthias ; Schlipsing, Marc

AUTOMATIC DISCOVERY OF METAGENOMIC STRUCTURE ......................................................................... 1503Lux, Markus ; Sczyrba, Alexander ; Hammer, Barbara

PROPOSING A FAST CIRCULAR HOG DESCRIPTOR FOR DETECTING ROTATED OBJECTS................ 1511Junhyuk Hyun ; Jeonghyun Baek ; Jisu Kim ; Kassani, Peyman Hosseinzajeh ; Euntai Kim

STOCHASTIC LEAST SQUARES LEARNING FOR DEEP ARCHITECTURES ................................................. 1517Kumar, Girish ; Sim, Jian Min ; Cheu, Eng Yeow ; Li, Xiaoli

TEXT SEGMENTATION IN ANCIENT TOPOGRAPHIC MAPS AND FLOOR PLANS WITH SUPPORT VECTOR DATA DESCRIPTION .............................................................................................................. 1524

Machado, S.C.S. ; Mello, C.A.B.

ON THE DYNAMICS OF A RECURRENT HOPFIELD NETWORK ..................................................................... 1532Garimella, Rama ; Kicanaoglu, Berkay ; Gabbouj, Moncef

SEMI-SUPERVISED MIN-MAX MODULAR SVM ................................................................................................... 1540Yan-Ping Wu ; Yun Li

DISSOLVED OXYGEN CONTROL SYSTEM BASED ON THE T-S FUZZY NEURAL NETWORK ................ 1548Fu, Wen-Tao ; Qiao, Jun-Fei ; Han, Gai-Tang ; Meng, Xi

GENERALIZED CONSTRAINT NEURAL NETWORK REGRESSION MODEL SUBJECT TO EQUALITY FUNCTION CONSTRAINTS .................................................................................................................. 1555

Linlin Cao ; Hu, Bao-Gang

BEHAVIORAL MODEL FOR SIMPLIFIED IDENTIFICATION OF MEMRISTOR PARAMETERS ............................................................................................................................................................... 1563

Kolka, Zdenek ; Biolkova, Viera ; Biolek, Dalibor ; Vavra, Jiri

SPARSE UNCORRELATED CROSS-DOMAIN FEATURE EXTRACTION FOR SIGNAL CLASSIFICATION IN BRAIN-COMPUTER INTERFACES ................................................................................... 1567

Shi, Honglei ; Sun, Shiliang

A DEEP NEURAL NETWORK APPROACH FOR VOICE ACTIVITY DETECTION IN MULTI-ROOM DOMESTIC SCENARIOS................................................................................................................................ 1574

Ferroni, Giacomo ; Bonfigli, Roberto ; Principi, Emanuele ; Squartini, Stefano ; Piazza, Francesco

OPTIMIZED DEEP BELIEF NETWORKS ON CUDA GPUS.................................................................................. 1582Teng Li ; Yong Dou ; Jingfei Jiang ; Yueqing Wang ; Qi Lv

TACTILE SEQUENCE CLASSIFICATION USING JOINT KERNEL SPARSE CODING .................................. 1590Yang, Jingwei ; Liu, Huaping ; Fuchun Sun ; Meng Gao

A WORD DISTRIBUTED REPRESENTATION BASED FRAMEWORK FOR LARGE-SCALE SHORT TEXT CLASSIFICATION .............................................................................................................................. 1596

Di Yao ; Jingping Bi ; Jianhui Huang ; Jin Zhu

DEEP CONVOLUTIONAL NETWORK NEOCOGNITRON: IMPROVED INTERPOLATING-VECTOR .......................................................................................................................................................................... 1603

Fukushima, Kunihiko ; Shouno, Hayaru

A PROBABILITY-DYNAMIC PARTICLE SWARM OPTIMIZATION FOR OBJECT TRACKING ................ 1611Feng Sha ; Changseok Bae ; Guang Liu ; XiMeng Zhao ; Yuk Ying Chung ; WeiChang Yeh ; Xiangjian He

MULTI-COLUMN DEEP NEURAL NETWORKS FOR OFFLINE HANDWRITTEN CHINESE CHARACTER CLASSIFICATION .............................................................................................................................. 1618

Ciresan, Dan ; Meier, Ueli

STOCK PRICE PREDICTION BASED ON STOCK-SPECIFIC AND SUB-INDUSTRY-SPECIFIC NEWS ARTICLES .......................................................................................................................................................... 1624

Shynkevich, Yauheniya ; McGinnity, T.M. ; Coleman, Sonya ; Belatreche, Ammar

INTERVAL-VALUED SYMBOLIC REPRESENTATION BASED METHOD FOR OFF-LINE SIGNATURE VERIFICATION..................................................................................................................................... 1632

Pal, Srikanta ; Alaei, Alireza ; Pal, Umapada ; Blumenstein, Michael

COMPRESSED REPRESENTATION LEARNING FOR FLUID FIELD RECONSTRUCTION FROM SPARSE SENSOR OBSERVATIONS.............................................................................................................. 1638

Zhou, Hongming ; Soh, Yeng Chai ; Jiang, Chaoyang ; Wu, Xiaoying

ENHANCING ANN-GUIDED MOPSO THROUGH ACTIVE LEARNING ............................................................ 1644Rawlins, Timothy ; Lewis, Andrew ; Hettenhausen, Jan ; Kipouros, Timoleon

A SPIKING NEURONAL MODEL LEARNING A MOTOR CONTROL TASK BY REINFORCEMENT LEARNING AND STRUCTURAL SYNAPTIC PLASTICITY ............................................. 1652

Spuler, Martin ; Nagel, Sebastian ; Rosenstiel, Wolfgang

PCAGA: PRINCIPAL COMPONENT ANALYSIS BASED GENETIC ALGORITHM FOR SOLVING CONDITIONAL NONLINEAR OPTIMAL PERTURBATION ............................................................. 1660

Bin Mu ; Linlin Zhang ; Shijin Yuan ; Hongyu Li

RECOGNIZING VISUAL COMPOSITE IN REAL IMAGES................................................................................... 1668Bai, Lin ; Li, Kan ; Jiang, Shuai

IMPROVING DEEP NEURAL NETWORK ENSEMBLES USING RECONSTRUCTION ERROR ................... 1676Wenhao Huang ; Haikun Hong ; Kaigui Bian ; Xiabing Zhou ; Guojie Song ; Kunqing Xie

DISCRIMINATIVE CONCEPT LEARNING NETWORK: REVEAL HIGH-LEVEL DIFFERENTIAL CONCEPTS FROM SHALLOW ARCHITECTURE ................................................................... 1683

Wang, Qiao ; Young, Sylvia ; Harwood, Aaron ; Cheng Soon Ong

KNOWLEDGE EXTRACTION USING PROBABILISTIC REASONING: AN ARTIFICIAL NEURAL NETWORK APPROACH............................................................................................................................. 1692

Dobbins, Chelsea ; Fergus, Paul

CREDIT CARD FRAUD DETECTION AND CONCEPT-DRIFT ADAPTATION WITH DELAYED SUPERVISED INFORMATION ................................................................................................................................... 1700

Dal Pozzolo, Andrea ; Boracchi, Giacomo ; Caelen, Olivier ; Alippi, Cesare ; Bontempi, Gianluca

EVOLVING CLUSTERING, CLASSIFICATION AND REGRESSION WITH TEDA.......................................... 1708Kangin, Dmitry ; Angelov, Plamen

A SAMPLE PARTITION METHOD FOR LEARNING TO RANK BASED ON QUERY-LEVEL VECTOR EXTRACTION .............................................................................................................................................. 1716

Xu, Jungang ; Shilong Zhou ; Hong Chen ; Pengfei Li

A TREE-STRUCTURED REPRESENTATION FOR BOOK AUTHOR AND ITS RECOMMENDATION USING MULTILAYER SOM ............................................................................................... 1723

Lu Lu ; Haijun Zhang

META-PATH BASED NONNEGATIVE MATRIX FACTORIZATION FOR CLUSTERING ON MULTI-TYPE RELATIONAL DATA .......................................................................................................................... 1731

Yangyang Zhao ; Zhengya Sun ; Changsheng Xu ; Hongwei Hao

LEARNING RULE FOR ASSOCIATIVE MEMORY IN RECURRENT NEURAL NETWORKS ....................... 1739Jacob, Theju ; Snyder, Wesley

FEATURE RANKING IN CHANGING ENVIRONMENTS WHERE NEW FEATURES ARE INTRODUCED ................................................................................................................................................................ 1744

Degeest, Alexandra ; Verleysen, Michel ; Frenay, Benoit

CHARACTERISING INFORMATION CORRELATION IN A STOCHASTIC IZHIKEVICH NEURON.......................................................................................................................................................................... 1752

Yang, Zhijun ; Gandhi, Vaibhav ; Karamanoglu, Mehmet ; Graham, Bruce

EVOLVING ARTIFICIAL NEURAL NETWORKS THROUGH L-SYSTEM AND EVOLUTIONARY COMPUTATION........................................................................................................................... 1757

de Campos, Lidio Mauro Lima ; de Oliveira, Roberto Celio Limao ; Roisenberg, Mauro

CRYPTOGRAPHY USING ARTIFICIAL INTELLIGENCE ................................................................................... 1766Blackledge, Jonathan ; Bezobrazov, Sergei ; Tobin, Paul

ASD DETECTION IN MALES USING MRI- AN AGE-GROUP BASED STUDY.................................................. 1772Vigneshwaran, S. ; Suresh, S. ; Mahanand, B.S. ; Sundararajan, N.

SHORT ANSWER QUESTION EXAMINATION USING AN AUTOMATIC OFF-LINE HANDWRITING RECOGNITION SYSTEM AND A NOVEL COMBINED FEATURE ...................................... 1780

Suwanwiwat, Hemmaphan ; Blumenstein, Michael ; Pal, Umapada

FACE EXPRESSION RECOGNITION WITH A 2-CHANNEL CONVOLUTIONAL NEURAL NETWORK...................................................................................................................................................................... 1788

Hamester, Dennis ; Barros, Pablo ; Wermter, Stefan

GESTURE BASED HUMAN MULTI-ROBOT INTERACTION .............................................................................. 1796Canal, Gerard ; Angulo, Cecilio ; Escalera, Sergio

SELECTIVE POTENTIALITY MAXIMIZATION FOR INPUT NEURON SELECTION IN SELF-ORGANIZING MAPS .................................................................................................................................................... 1804

Kamimura, Ryotaro ; Kitajima, Ryozo

COARSE-TO-FINE TRAINED MULTI-SCALE CONVOLUTIONAL NEURAL NETWORKS FOR IMAGE CLASSIFICATION .......................................................................................................................................... 1812

Haobin Dou ; Xihong Wu

LINK PREDICTION IN GRAPH CONSTRUCTION FOR SUPERVISED AND SEMI-SUPERVISED LEARNING............................................................................................................................................ 1819

Berton, Lilian ; Valverde-Rebaza, Jorge ; de Andrade Lopes, Alneu

FLY-INSPIRED SENSORY FEEDBACK IN A REACTION-DIFFUSION NEURAL SYSTEM FOR LOCOMOTION CONTROL IN A HEXAPOD ROBOT ............................................................................................ 1827

Arena, Paolo ; Furia, Paolo ; Patane, Luca ; Pollino, Massimo

AN AUTOMATED STRING-BASED APPROACH TO WHITE MATTER FIBER-BUNDLES CLUSTERING................................................................................................................................................................. 1835

Cauteruccio, Francesco ; Stamile, Claudio ; Terracina, Giorgio ; Ursino, Domenico ; Sappey-Mariniery, Dominique

MANEUVER SEGMENTATION FOR AUTONOMOUS PARKING BASED ON ENSEMBLE LEARNING...................................................................................................................................................................... 1843

Notomista, Gennaro ; Botsch, Michael

A DIVIDE-AND-CONQUER STRATEGIE FOR FPGA IMPLEMENTATIONS OF LARGE MLP-BASED CLASSIFIERS ................................................................................................................................................... 1851

Echanobe, Javier ; Finker, Raul ; del Campo, Ines

TOWARDS A NEURAL MODEL OF BONDING IN SELF-ATTACHMENT ........................................................ 1858Cittern, David ; Edalat, Abbas

KOLMOGOROV COMPLEXITY VECTOR: A NOVEL DATA REPRESENTATION ........................................ 1866Ge Yang ; Ghodsi, Ali

SOME FURTHER EVIDENCE ABOUT MAGNIFICATION AND SHAPE IN NEURAL GAS............................ 1874Parigi, Giacomo ; Pedrini, Andrea ; Piastra, Marco

SPARSITY ANALYSIS OF LEARNED FACTORS IN MULTILAYER NMF ........................................................ 1882Redko, Ievgen ; Bennani, Younes

EFFICIENT USE OF NADARAYA-WATSON MODELS AND LOW-DISCREPANCY SEQUENCES FOR APPROXIMATE DYNAMIC PROGRAMMING ..................................................................... 1889

Cervellera, Cristiano ; Gaggero, Mauro ; Maccio, Danilo ; Marcialis, Roberto

DIFFERENTIAL EVOLUTION AND META-LEARNING FOR DYNAMIC ENSEMBLE OF NEURAL NETWORK CLASSIFIERS ......................................................................................................................... 1897

Lima, Tiago P.F. ; Ludermir, Teresa B.

ASSOCIATIVE-MEMORY-RECALL-BASED CONTROL SYSTEM FOR LEARNING HOVERING MANOEUVRES ....................................................................................................................................... 1902

Huang Pei-Hua ; Osamu, Hasegawa

AN INITIALIZATION SCHEME FOR SUPERVIZED K-MEANS .......................................................................... 1910Lemaire, Vincent ; Ismaili, Oumaima Alaoui ; Cornuejols, Antoine

NOVEL APPROACH TOWARD MEDICAL SIGNALS CLASSIFIER ................................................................... 1918Wozniak, Marcin ; Polap, Dawid ; Nowicki, Robert K. ; Napoli, Christian ; Pappalardo, Giuseppe ; Tramontana, Emiliano

A SPATIAL COGNITION MODEL INTEGRATING GRID CELLS AND PLACE CELLS ................................. 1925Tejera, Gonzalo ; Llofriu, Martin ; Barrera, Alejandra ; Weitzenfeld, Alfredo

TRANSFER LEARNING BETWEEN TEXTURE CLASSIFICATION TASKS USING CONVOLUTIONAL NEURAL NETWORKS ............................................................................................................. 1933

Hafemann, Luiz G. ; Oliveira, Luiz S. ; Cavalin, Paulo R. ; Sabourin, Robert

MUSIC GENRE CLASSIFICATION WITH SELF-ORGANIZING MAPS AND EDIT DISTANCE ................... 1940Popovici, Razvan ; Andonie, Razvan

IN-TRAINING AND POST-TRAINING GENERALIZATION METHODS: THE CASE OF ppar — α AND ppar — γ AGONISTS ............................................................................................................................ 1947

Keshavarz-Hedayati, B. ; Guangyuan, P. ; Jooya, A. ; Dimopoulos, N.J.

LOCAL AND GLOBAL CRITICALITY WITHIN OSCILLATING NETWORKS OF SPIKING NEURONS........................................................................................................................................................................ 1954

Teixeira, Filipe Peliz Pinto ; Shanahan, Murray

USING REGIONAL HOMOGENEITY FROM FUNCTIONAL MRI FOR DIAGNOSIS OF ASD AMONG MALES ............................................................................................................................................................ 1961

Vigneshwaran, S. ; Mahanand, B.S. ; Suresh, S. ; Sundararajan, N.

A FEDERATED NETWORK ONLINE NETWORK TRAFFICS ANALYSIS ENGINE FOR CYBERSECURITY......................................................................................................................................................... 1969

Pang, Shaoning ; Yiming Peng ; Ban, Tao ; Inoue, Daisuke ; Sarrafzadeh, Abdolhossein

EMERGENCE OF TOOL USE IN AN ARTICULATED LIMB CONTROLLED BY EVOLVED NEURAL CIRCUITS ...................................................................................................................................................... 1977

Li, Qinbo ; Yoo, Jaewook ; Choe, Yoonsuck

GRAPH-BASED SEMI-SUPERVISED SUPPORT VECTOR DATA DESCRIPTION FOR NOVELTY DETECTION............................................................................................................................................... 1985

Phuong Duong ; Nguyen, Van ; Dinh, Mi ; Le, Trung ; Dat Tran ; Wanli Ma

DRIVER YAWNING DETECTION BASED ON DEEP CONVOLUTIONAL NEURAL LEARNING AND ROBUST NOSE TRACKING............................................................................................................................... 1991

Weiwei Zhang ; Murphey, Yi L. ; Tianyu Wang ; Qijie Xu

REGULARIZING NEURAL NETWORKS WITH ADAPTIVE LOCAL DROP..................................................... 1999Cao, Binbin ; Li, Jianmin ; Zhang, Bo

AN EMPIRICAL ANALYSIS OF DIFFERENT SPARSE PENALTIES FOR AUTOENCODER IN UNSUPERVISED FEATURE LEARNING .................................................................................................................. 2004

Nan Jiang ; Wenge Rong ; Baolin Peng ; Yifan Nie ; Zhang Xiong

CONDITION MONITORING THROUGH MINING FAULT FREQUENCY FROM MACHINE VIBRATION DATA ........................................................................................................................................................ 2012

Rashid, Md.Mamunur ; Gondal, Iqbal ; Kamruzzaman, Joarder

INTERACTIVE IMAGE SEGMENTATION USING PARTICLE COMPETITION AND COOPERATION ............................................................................................................................................................. 2020

Breve, Fabricio ; Quiles, Marcos Goncalves ; Zhao, Liang

TRADING MODEL: SELF REORGANIZING FUZZY ASSOCIATIVE MACHINE - FORECASTED MACD-HISTOGRAM (SEROFAM-FMACDH) .............................................................................. 2028

Javan Tan ; Weigui Jair Zhou ; Chai Quek

LIMITS OF COINCIDENCE DETECTOR NEURONS AS DECODERS OF POLYCHRONOUS NEURONAL GROUPS FIRING COMPLETELY ...................................................................................................... 2036

Cajueiro, Joao Paulo Cerquinho ; Ranhel, Joao

NETWORK-TRAFFIC ANOMALY DETECTION WITH INCREMENTAL MAJORITY LEARNING...................................................................................................................................................................... 2041

Huang, Shin-Ying ; Yu, Fang ; Tsaih, Rua-Huan ; Huang, Yennun

FORECASTING SOLAR POWER GENERATED BY GRID CONNECTED PV SYSTEMS USING ENSEMBLES OF NEURAL NETWORKS .................................................................................................................. 2049

Rana, Mashud ; Koprinska, Irena ; Agelidis, Vassilios G

LEAST SQUARE SUPPORT VECTOR MACHINE FOR LARGE-SCALE DATASET ........................................ 2057Khanh Nguyen ; Trung Le ; Vinh Lai ; Duy Nguyen ; Dat Tran ; Wanli Ma

SENSOR SIGNAL CLUSTERING WITH SELF-ORGANIZING MAPS ................................................................. 2065Popovici, Razvan ; Andonie, Razvan

MULTI-KERNEL PROBABILITY DISTRIBUTION REGRESSIONS.................................................................... 2073Zhu, Pingping ; Wei, Hongchuan ; Lu, Wenjie ; Ferrari, Silvia

ANALYSIS OF FUNCTION OF RECTIFIED LINEAR UNIT USED IN DEEP LEARNING ............................... 2080Hara, Kazuyuki ; Saito, Daisuke ; Shouno, Hayaru

IMAGE SEGMENTATION USING FAST LINKING SCM ...................................................................................... 2088Zhan, Kun ; Jinhui Shi ; Li, Qiaoqiao ; Teng, Jicai ; Wang, Mingying

COLLABORATIVE FILTERING VIA CO-FACTORIZATION OF INDIVIDUALS AND GROUPS ................. 2096Huang, Yihai ; Kwok, James T.

VECTOR CLASSIFICATION BY A WINNER-TAKE-ALL NEURAL NETWORK WITH DIGITAL FREQUENCY-LOCKED LOOP ................................................................................................................................... 2104

Hikawa, Hiroomi

CLASSIFICATION OF MIGRAINE STAGES BASED ON RESTING-STATE EEG POWER ............................ 2112Cao, Ze-Hong ; Ko, Li-Wei ; Lai, Kuan-Lin ; Huang, Song-Bo ; Wang, Shuu-Jiun ; Lin, Chin-Teng

USE OF ENSEMBLES OF FOURIER SPECTRA IN CAPTURING RECURRENT CONCEPTS IN DATA STREAMS............................................................................................................................................................ 2117

Sakthithasan, Sripirakas ; Pears, Russel ; Bifet, Albert ; Pfahringer, Bernhard

SPIKE-TIMING NEURONAL MODELLING OF FORGETTING IN IMMEDIATE SERIAL RECALL .......................................................................................................................................................................... 2125

Ioannou, Panagiotis ; Casey, Matthew ; Gruning, Andre

PARTICLE SWARM OPTIMIZATION IN AN ADAPTIVE RESONANCE FRAMEWORK............................... 2133Smith, Clayton ; Wunsch, Donald

TIME SERIES PREDICTION VIA TWO-STEP CLUSTERING .............................................................................. 2137Smith, Clayton ; Wunsch, Donald

HUMAN INTENTION UNDERSTANDING BASED ON OBJECT AFFORDANCE AND ACTION CLASSIFICATION ......................................................................................................................................................... 2141

Yu, Zhibin ; Kim, Sangwook ; Mallipeddi, Rammohan ; Lee, Minho

KERNEL NORMALIZED MIXED-NORM ALGORITHM FOR SYSTEM IDENTIFICATION ......................... 2147Yu, Shujian ; You, Xinge ; Zhao, Kexin ; Ou, Weihua ; Tang, Yuanyan

A NOVEL DEEP LEARNING BY COMBINING DISCRIMINATIVE MODEL WITH GENERATIVE MODEL ................................................................................................................................................ 2153

Kim, Sangwook ; Lee, Minho ; Shen, Jixiang

AN EFFICIENT HYBRID ALGORITHM FOR FIRE FLAME DETECTION ........................................................ 2159Khatami, Amin ; Mirghasemi, Saeed ; Khosravi, Abbas ; Nahavandi, Saeid

A NEUROMORPHIC HARDWARE FRAMEWORK BASED ON POPULATION CODING .............................. 2165Thakur, Chetan Singh ; Hamilton, Tara Julia ; Wang, Runchun ; Tapson, Jonathan ; van Schaik, Andre

A TWO STAGE LEARNING ALGORITHM FOR A GROWING-PRUNING SPIKING NEURAL NETWORK FOR PATTERN CLASSIFICATION PROBLEMS .............................................................................. 2173

Dora, Shirin ; Sundaram, Suresh ; Sundararajan, Narasimhan

EEG SIGNAL ANALYSIS FOR BCI APPLICATION USING FUZZY SYSTEM .................................................. 2180Nguyen, Thanh ; Nahavandi, Saeid ; Khosravi, Abbas ; Creighton, Douglas ; Hettiarachchi, Imali

META-DES.H: A DYNAMIC ENSEMBLE SELECTION TECHNIQUE USING META-LEARNING AND A DYNAMIC WEIGHTING APPROACH ......................................................................................................... 2188

Cruz, Rafael M.O. ; Sabourin, Robert ; Cavalcanti, George D.C.

ONLINE DETECTION AND MODELING OF SAFETY BOUNDARIES FOR AEROSPACE APPLICATIONS USING ACTIVE LEARNING AND BAYESIAN STATISTICS.................................................. 2196

He, Yuning

NEURAL NETWORK OBSERVER-BASED OPTIMAL CONTROL FOR UNKNOWN NONLINEAR SYSTEMS WITH CONTROL CONSTRAINTS................................................................................. 2204

Huang, Yuzhu ; Jiang, Hongde

DISCOVERY OF LOCALIZED SPATIO-TEMPORAL PATTERNS FROM LOCATION-BASED SNS BY CLUSTERING USERS .................................................................................................................................... 2211

Nishioka, Ken-ichiro ; Matsuda, Yoshitatsu ; Yamaguchi, Kazunori

PARALLEL ALGORITHMS FOR A NEURODYNAMIC OPTIMIZATION SYSTEM REALIZED ON GPU AND APPLIED TO RECOVERING COMPRESSIVELY SENSED SIGNALS....................................... 2219

Zhu, Xiaodan ; Guo, Chengan

PIXEL CHARACTERISTICS BASED FEATURE EXTRACTION APPROACH FOR ROADSIDE OBJECT DETECTION .................................................................................................................................................. 2227

Chowdhury, Sujan ; Verma, Brijesh ; Tom, Mary ; Zhang, Mengjie

TOWARDS ROBUST FLOOD FORECASTS USING NEURAL NETWORKS ...................................................... 2235Fazel, Seyyed Adel Alavi ; Mirfenderesk, Hamid ; Tomlinson, Rodger ; Blumenstein, Michael

RESOURCE-CONSTRAINED CLASSIFICATION USING A CASCADE OF NEURAL NETWORK LAYERS ........................................................................................................................................................................... 2241

Leroux, Sam ; Bohez, Steven ; Verbelen, Tim ; Vankeirsbilck, Bert ; Simoens, Pieter ; Dhoedt, Bart

A BINARY ENSEMBLE CLASSIFIER FOR HIGH-FREQUENCY TRADING ..................................................... 2248Silva, Everton ; Brandao, Humberto ; Castilho, Douglas ; Pereira, Adriano C.M.

OXRAM BASED ELM ARCHITECTURE FOR MULTI-CLASS CLASSIFICATION APPLICATIONS ............................................................................................................................................................. 2256

Suri, Manan ; Parmar, Vivek ; Sassine, Gilbert ; Alibart, Fabien

MULTISCALE COLLABORATIVE SPEECH DENOISING BASED ON DEEP STACKING NETWORK...................................................................................................................................................................... 2264

Wei Jiang ; Hao Zheng ; Shuai Nie ; Liu, Wenju

GENDER AWARE DEEP BOLTZMANN MACHINES FOR PHONE RECOGNITION ...................................... 2269Zoughi, Toktam ; Homayounpour, Mohammad Mehdi

LEARNING FROM NEIGHBORHOOD FOR CLASSIFICATION WITH LOCAL DISTRIBUTION CHARACTERISTICS .................................................................................................................................................... 2274

Chengsheng Mao ; Bin Hu ; Wang, Manman ; Moore, Philip

EXPLOITING POINT SOURCE APPROXIMATION ON DETAILED NEURONAL MODELS TO RECONSTRUCT SINGLE NEURON ELECTRIC FIELD AND POPULATION LFP........................................... 2282

Parasuram, Harilal ; Nair, Bipin ; Naldi, Giovanni ; D'Angelo, Egidio ; Diwakar, Shyam

FUNCTION APPROXIMATION FOR LARGE MARKOV DECISION PROCESSES USING SELF-ORGANIZING NEURAL NETWORKS....................................................................................................................... 2289

Teng, Teck-Hou

STOCHASTIC DISCRIMINANT ANALYSIS............................................................................................................. 2297Juuti, Mika ; Corona, Francesco ; Karhunen, Juha

INTERACTIVE ONLINE LEARNING FOR OBSTACLE CLASSIFICATION ON A MOBILE ROBOT............................................................................................................................................................................. 2305

Losing, Viktor ; Hammer, Barbara ; Wersing, Heiko

A NEURAL APPROACH TO DRUGS MONITORING FOR PERSONALIZED MEDICINE .............................. 2313Staar, Benjamin ; Schirmer, Marius ; Bai-Rossi, Camilla ; De Micheli, Giovanni ; Carrara, Sandro ; Chicca, Elisabetta

THE GENERALIZED GROUP LASSO ....................................................................................................................... 2317Alaiz, Carlos M. ; Dorronsoro, Jose R.

THE EXTRACELLULAR N-TERMINAL DOMAIN SUFFICES TO DISCRIMINATE CLASS C G PROTEIN-COUPLED RECEPTOR SUBTYPES FROM N-GRAMS OF THEIR SEQUENCES .......................... 2325

Konig, Caroline ; Alquezar, Rene ; Vellido, Alfredo ; Giraldo, Jesus

CHALEARN LOOKING AT PEOPLE 2015 NEW COMPETITIONS: AGE ESTIMATION AND CULTURAL EVENT RECOGNITION ........................................................................................................................ 2332

Escalera, Sergio ; Gonzalez, Jordi ; Baro, Xavier ; Pardo, Pablo ; Fabian, Junior ; Oliu, Marc ; Escalante, Hugo Jair ; Huerta, Ivan ; Guyon, Isabelle

LEARNING VECTOR QUANTIZATION AND PERMUTATION ENTROPY TO ANALYSE EPILEPTIC ELECTROENCEPHALOGRAPHY ....................................................................................................... 2340

Mammone, Nadia ; Duun-Henriksen, Jonas ; Kjr, Troels Wesenberg ; Campolo, Maurizio ; La Foresta, Fabio ; Morabito, Francesco C.

NEURAL PID ADAPTIVE GENERATOR EXCITATION CONTROL FOR TWO-MACHINE SYSTEM........................................................................................................................................................................... 2346

Jing Yang ; Zhang, Tengfei ; Fumin Ma ; O'Hare, Gregory M.P. ; O'Grady, Michael J.

PROBABILISTIC TEMPORAL BILINEAR MODEL FOR TEMPORAL DYNAMIC RECOMMENDER SYSTEMS....................................................................................................................................... 2353

Luo, Cheng ; Cai, Xiongcai ; Chowdhury, Nipa

NORMAD - NORMALIZED APPROXIMATE DESCENT BASED SUPERVISED LEARNING RULE FOR SPIKING NEURONS................................................................................................................................. 2361

Anwani, Navin ; Rajendran, Bipin

MUSICAL NOTES CLASSIFICATION WITH NEUROMORPHIC AUDITORY SYSTEM USING FPGA AND A CONVOLUTIONAL SPIKING NETWORK ...................................................................................... 2369

Cerezuela-Escudero, E. ; Jimenez-Fernandez, A. ; Paz-Vicente, R. ; Dominguez-Morales, M. ; Linares-Barranco, A. ; Jimenez-Moreno, G.

ONLINE SEQUENTIAL CLASSIFICATION OF IMBALANCED DATA BY COMBINING EXTREME LEARNING MACHINE AND IMPROVED SMOTE ALGORITHM .................................................. 2376

Wentao Mao ; Wang, Jinwan ; Wang, Liyun

ENERGY MANAGEMENT WITH THE SUPPORT OF DYNAMIC PRICING STRATEGIES IN REAL MICRO-GRID SCENARIOS ............................................................................................................................. 2384

Severini, Marco ; Squartini, Stefano ; Fagiani, Marco ; Piazza, Francesco

NOISE-ROBUST HARDWARE IMPLEMENTATION OF NEURAL NETWORKS ............................................. 2392Canals, Vincent ; Alomar, Miquel L. ; Morro, Antoni ; Oliver, Antoni ; Rossello, Josep L.

ARTIFICIAL MOTIVATIONS BASED ON DRIVE-REDUCTION THEORY IN SELF-REFERENTIAL MODEL-BUILDING CONTROL SYSTEMS................................................................................. 2400

Schneider, Moritz ; Adamy, Jurgen

POLYPHONIC SOUND EVENT DETECTION USING MULTI LABEL DEEP NEURAL NETWORKS.................................................................................................................................................................... 2408

Cakir, Emre ; Heittola, Toni ; Huttunen, Heikki ; Virtanen, Tuomas

SCALABLE ENERGY-EFFICIENT, LOW-LATENCY IMPLEMENTATIONS OF TRAINED SPIKING DEEP BELIEF NETWORKS ON SPINNAKER ........................................................................................ 2415

Stromatias, Evangelos ; Neil, Daniel ; Galluppi, Francesco ; Pfeiffer, Michael ; Liu, Shih-Chii ; Furber, Steve

FEATURE SELECTION USING DEEP NEURAL NETWORKS ............................................................................. 2423Roy, Debaditya ; Murty, K.Sri Rama ; Mohan, C.Krishna

AN ECHO STATE NETWORK APPROACH TO STRUCTURAL HEALTH MONITORING ............................ 2429Wootton, A.J. ; Day, C.R. ; Haycock, P.W.

A RBF NEURAL NETWORK APPLIED TO PREDICT SOIL FIELD CAPACITY AND PERMANENT WILTING POINT AT BRAZILIAN COAST .................................................................................... 2436

Carvalho, G.R.N. ; Brandao, D.N. ; Haddad, D.B. ; do Forte, V.L. ; Ceddia, M.B.

CORRENTROPY SUPERVISED NON-NEGATIVE MATRIX FACTORIZATION.............................................. 2441Zhang, Wenju ; Guan, Naiyang ; Tao, Dacheng ; Mao, Bin ; Huang, Xuhui ; Luo, Zhigang

USING ACTIVE LEARNING TECHNIQUES FOR IMPROVING DATABASE SCHEMA MATCHING METHODS ............................................................................................................................................... 2449

Rodrigues, Diego ; da Silva, Altigran ; Rodrigues, Rosiane ; dos Santos, Eulanda

BAG-OF-VISUAL WORDS FOR WORD-WISE VIDEO SCRIPT IDENTIFICATION: A STUDY ..................... 2457Sharma, Nabin ; Mandal, Ranju ; Sharma, Rabi ; Pal, Umapada ; Blumenstein, Michael

A SWITCH KERNEL WIDTH METHOD OF CORRENTROPY FOR CHANNEL ESTIMATION .................... 2464Wang, Weihua ; Zhao, Jihong ; Qu, Hua ; Chen, Badong ; Principe, Jose C.

A LEARNING SCHEME BASED ON SIMILARITY FUNCTIONS FOR AFFECTIVE COMMON-SENSE REASONING ..................................................................................................................................................... 2471

Bisio, Federica ; Gastaldo, Paolo ; Zunino, Rodolfo ; Cambria, Erik

GROUP FEATURE SELECTION IN IMAGE CLASSIFICATION WITH MULTIPLE KERNEL LEARNING...................................................................................................................................................................... 2477

Cao, Zheng ; Principe, Jose C. ; Ouyang, Bing

INCORRECT ATTRIBUTE VALUE DETECTION FOR TRAFFIC ACCIDENT DATA ..................................... 2482Deb, Rupam ; Liew, Alan Wee-Chung

CONTINUOUS-TIME ON-POLICY NEURAL REINFORCEMENT LEARNING OF WORKING MEMORY TASKS .......................................................................................................................................................... 2489

Zambrano, Davide ; Roelfsema, Pieter R. ; Bohte, Sander M.

INCREMENTAL PAIRWISE CLUSTERING FOR LARGE PROXIMITY MATRICES...................................... 2497Seo, Sambu ; Mohr, Johannes ; Li, Ningfei ; Horn, Andreas ; Obermayer, Klaus

RECONSTRUCTING FMRI BOLD SIGNALS ARISING FROM CEREBELLAR GRANULE NEURONS - COMPARING GLM AND BALLOON MODELS ................................................................................ 2505

Medini, Chaitanya ; Naldi, Giovanni ; Nair, Bipin ; D'Angelo, Egidio ; Diwakar, Shyam

EVALUATION OF OPTICAL FLOW FIELD FEATURES FOR THE DETECTION OF WORD PROMINENCE IN A HUMAN-MACHINE INTERACTION SCENARIO .............................................................. 2511

Schnall, Andrea ; Heckmann, Martin

ON THE UTILITY OF SPARSE NEURAL REPRESENTATIONS IN ADAPTIVE BEHAVING AGENTS........................................................................................................................................................................... 2518

Chandrapala, Thusitha N. ; Shi, Bertram E. ; Triesch, Jochen

SELF-ORGANIZING MAP-BASED PROBABILISTIC ASSOCIATIVE MEMORY FOR SEQUENTIAL PATTERNS ........................................................................................................................................... 2526

Niitsuma, Jun ; Osana, Yuko

CHAOTIC MULTIDIRECTIONAL ASSOCIATIVE MEMORY WITH ADAPTIVE SCALING FACTOR OF REFRACTORINESS .............................................................................................................................. 2533

Hayashi, Nagamasa ; Osana, Yuko

EMG BASED ELBOW JOINT POWERED EXOSKELETON FOR BICEPS BRACHII STRENGTH AUGMENTATION ......................................................................................................................................................... 2541

Krasin, Vladimir ; Gandhi, Vaibhav ; Yang, Zhijun ; Karamanoglu, Mehmet

TO TUNE OR NOT TO TUNE: RECOMMENDING WHEN TO ADJUST SVM HYPER-PARAMETERS VIA META-LEARNING.................................................................................................................... 2547

Mantovani, Rafael G. ; Rossi, Andre L.D. ; Vanschoren, Joaquin ; Bischl, Bernd ; Carvalho, Andre C.P.L.F.

THE IMPORTANCE OF HYPERPARAMETERS SELECTION WITHIN SMALL DATASETS........................ 2555Ashrafi, Parivash ; Sun, Yi ; Davey, Neil ; Adams, Rod ; Brown, Marc.B. ; Prapopoulou, Maria ; Moss, Gary

C. ELEGANS CHEMOTAXIS INSPIRED NEUROMORPHIC CIRCUIT FOR CONTOUR TRACKING AND OBSTACLE AVOIDANCE............................................................................................................ 2563

Santurkar, Shibani ; Rajendran, Bipin

MODEL OF ASSOCIATIVE MEMORY BASED ON ANTIBODY CHAIN WITH ONE-DIMENSIONAL CHAOTIC DYNAMICAL SYSTEM ............................................................................................... 2571

Ou, Chung-Ming

COMPUTATIONAL CAPABILITIES OF RECURRENT NEURAL NETWORKS BASED ON THEIR ATTRACTOR DYNAMICS ............................................................................................................................. 2578

Cabessa, Jeremie ; Villa, Alessandro E.P.

DYNAMICALLY EVOLVING SPIKING NEURAL NETWORK FOR PATTERN RECOGNITION ................. 2586Wang, Jinling ; Belatreche, Ammar ; Maguire, Liam ; McGinnity, T.M.

INDEPENDENT COMPONENT ANALYSIS WITH AN INVERSE PROBLEM MOTIVATED PENALTY TERM ........................................................................................................................................................... 2594

Puuronen, Jouni ; Hyvarinen, Aapo

LEARNING ORTHOGONAL SPARSE REPRESENTATIONS BY USING GEODESIC FLOW OPTIMIZATION ............................................................................................................................................................ 2601

Schutze, Henry ; Barth, Erhardt ; Martinetz, Thomas

GENERATING IMAGE DESCRIPTION BY MODELING SPATIAL CONTEXT OF AN IMAGE .................... 2609Li, Kan ; Lin Bai

DATA MAPPING BY RESTRICTED BOLTZMANN MACHINES FOR SOCIAL CIRCLES DETECTION ................................................................................................................................................................... 2617

Alonso, Jesus ; Paredes, Roberto ; Rosso, Paolo

KERNEL SPECTRAL DOCUMENT CLUSTERING USING UNSUPERVISED PRECISION-RECALL METRICS ....................................................................................................................................................... 2624

Mall, Raghvendra ; Suykens, Johan A.K.

LEARNING VALID CATEGORICAL SYLLOGISMS USING AN ASSOCIATIVE MEMORY.......................... 2631Chartier, Sylvain ; Johnson, Melissa

METALEARNING TO CHOOSE THE LEVEL OF ANALYSIS IN NESTED DATA: A CASE STUDY ON ERROR DETECTION IN FOREIGN TRADE STATISTICS............................................................... 2637

Zarmehri, Mohammad Nozari ; Soares, Carlos

MULTI-PRIVACY BIOMETRIC PROTECTION SCHEME USING ENSEMBLE SYSTEMS ............................ 2645Damasceno, Marcelo ; Canuto, A.M.P ; Poh, Norman

GRADIENT-DESCENT-BASED LEARNING IN MEMRISTIVE CROSSBAR ARRAYS .................................... 2653Nair, Manu V ; Dudek, Piotr

NEUROCONTROL OF SINGLE SHAFT HEAVY-DUTY GAS TURBINE USING ADAPTIVE DYNAMIC PROGRAMMING ...................................................................................................................................... 2660

Huang, Yuzhu ; Jiang, Hongde

THE NEURAL-SIFT FEATURE DESCRIPTOR FOR VISUAL VOCABULARY OBJECT RECOGNITION .............................................................................................................................................................. 2668

Jansen, Sybren ; Shantia, Amirhosein ; Wiering, Marco A.

SELECTING TARGET CONCEPT IN ONE-CLASS CLASSIFICATION FOR HANDLING CLASS IMBALANCE PROBLEM ............................................................................................................................................. 2676

Perez-Sanchez, Beatriz ; Fontenla-Romero, Oscar ; Sanchez-Marono, Noelia

DISCRIMINANT SPARSE CODING WITH GEOMETRICAL CONSTRAINT .................................................... 2684Zhang, Hanchao ; Xu, Jinhua

THE MC-ELM: LEARNING AN ELM-LIKE NETWORK WITH MINIMUM VC DIMENSION ....................... 2691Jayadeva ; Soman, Sumit ; Bhaya, Amit

EFFECTIVENESS OF RANDOM SEARCH IN SVM HYPER-PARAMETER TUNING ...................................... 2698Mantovani, Rafael G. ; Rossi, Andre L.D. ; Vanschoren, Joaquin ; Bischl, Bernd ; de Carvalho, Andre C.P.L.F.

BENCHMARKING THE SEMI-SUPERVISED NAÏVE BAYES CLASSIFIER...................................................... 2706Saeed, Awat A. ; Cawley, Gavin C. ; Bagnall, Anthony

NON-NEGATIVE MATRIX FACTORIZATION BASED ON γ -DIVERGENCE................................................... 2714Machida, Kohei ; Takenouchi, Takashi

SEMANTIC EXTENSIONS TO THE VIENNA NEURAL NETWORK SPECIFICATION LANGUAGE .................................................................................................................................................................... 2720

Schikuta, Erich ; Huqqani, Altaf ; Kopica, Thomas

GPU-BASED FAST PARAMETER OPTIMIZATION FOR PHENOMENOLOGICAL SPIKING NEURAL MODELS ........................................................................................................................................................ 2728

Fountas, Zafeirios ; Shanahan, Murray

HIERARCHICAL EXTREME LEARNING MACHINE FOR UNSUPERVISED REPRESENTATION LEARNING ................................................................................................................................ 2736

Zhu, Wentao ; Miao, Jun ; Qing, Laiyun ; Huang, Guang-Bin

PREDICTION INTERVAL ESTIMATION FOR WIND FARM POWER GENERATION FORECASTS USING SUPPORT VECTOR MACHINES.......................................................................................... 2744

Shrivastava, Nitin Anand ; Khosravi, Abbas ; Panigrahi, B.K.

BLACK-BOX MODELING FOR TEMPERATURE PREDICTION IN WEATHER FORECASTING ............... 2751Karevan, Zahra ; Mehrkanoon, Siamak ; Suykens, Johan A.K.

DESIGN OF ANALOG SUBTHRESHOLD ENCODED NEURAL NETWORK CIRCUIT IN SUB-100NM CMOS.................................................................................................................................................................. 2759

Larras, Benoit ; Lahuec, Cyril ; Seguin, Fabrice ; Arzel, Matthieu

FOLLOWING NEWTON DIRECTION IN POLICY GRADIENT WITH PARAMETER EXPLORATION ............................................................................................................................................................. 2766

Manganini, Giorgio ; Pirotta, Matteo ; Restelli, Marcello ; Bascetta, Luca

BIO-INSPIRED HIERARCHICAL FRAMEWORK FOR MULTI-VIEW FACE DETECTION AND POSE ESTIMATION ...................................................................................................................................................... 2774

McCarroll, Niall ; Belatreche, Ammar ; Harkin, Jim ; Li, Yuhua

LEARNING EYE MOVEMENTS STRATEGIES ON TILED LARGE HIGH-RESOLUTION DISPLAYS USING INVERSE REINFORCEMENT LEARNING ............................................................................ 2782

Mohammed, Redwan Abdo A. ; Staadt, Oliver

A SELF-LEARNING MAP-SEEKING CIRCUIT FOR VISUAL OBJECT RECOGNITION ............................... 2789Shukla, Rohit ; Lipasti, Mikko

HMAX MODEL: A SURVEY ........................................................................................................................................ 2797Liu, Chang ; Sun, Fuchun

COMBINING OFFLINE AND ONLINE CLASSIFIERS FOR LIFE-LONG LEARNING .................................... 2804Fischer, Lydia ; Hammer, Barbara ; Wersing, Heiko

TRANSIENT PHENOMENA PREDICTION USING RECURRENT NEURAL NETWORKS ............................. 2812Guerra, Jonathan ; Klotz, Patricia ; Laurent, Beatrice ; Gamboa, Fabrice

A BOUNDED NEURAL NETWORK FOR OPEN SET RECOGNITION ................................................................ 2820Cardoso, Douglas O. ; Franca, Felipe ; Gama, Joao

A PAA-PSO TECHNIQUE FOR INVESTMENT STRATEGIES IN THE FINANCIAL MARKET ..................... 2827Souza, Victor L.F. ; Brasileiro, Rodrigo C. ; Oliveira, Adriano L.I.

HIERARCHICAL SEMI-SUPERVISED CLUSTERING USING KSC BASED MODEL ...................................... 2835Mehrkanoon, Siamak ; Agudelo, Oscar Mauricio ; Mall, Raghvendra ; Suykens, Johan A.K.

DEEP CONVOLUTIONAL NEURAL NETWORKS AS GENERIC FEATURE EXTRACTORS ........................ 2843Hertel, Lars ; Barth, Erhardt ; Kaster, Thomas ; Martinetz, Thomas

AN INVESTIGATION INTO THE USE OF SUBSPACE METHODS FOR FACE DETECTION ........................ 2847Alakkari, Salaheddin ; Gath, Eugene ; Collins, John James

DATA-DRIVEN VOCAL FOLDS MODELS FOR THE REPRESENTATION OF BOTH ACOUSTIC AND HIGH SPEED VIDEO DATA ......................................................................................................... 2854

Drioli, Carlo ; Foresti, Gian Luca

REWARD-BASED ONLINE LEARNING IN NON-STATIONARY ENVIRONMENTS: ADAPTING A P300-SPELLER WITH A “BACKSPACE” KEY..................................................................................................... 2860

Dauce, Emmanuel ; Proix, Timothee ; Ralaivola, Liva

ECHO STATE NETWORKS, ARTIFICIAL NEURAL NETWORKS AND FUZZY SYSTEMS MODELS FOR IMPROVE SHORT-TERM WIND SPEED FORECASTING......................................................... 2868

de Aquino, Ronaldo R.B. ; Souza, Ramon B. ; Neto, Otoni Nobrega ; Lira, Milde M.S. ; Carvalho, Manoel A. ; Ferreira, Aida A.

NORMAL SPARSE DEEP BELIEF NETWORK........................................................................................................ 2876Keyvanrad, Mohammad Ali ; Homayounpour, Mohammad Mehdi

A NON-LINEAR STATE SPACE FREQUENCY ESTIMATOR FOR THREE-PHASE POWER SYSTEMS ........................................................................................................................................................................ 2883

Talebi, Sayed Pouria ; Kanna, Sithan ; Mandic, Danilo P.

TOWARDS PULSE DETECTION AND RHYTHM ANALYSIS USING A BIOMIMETIC FINGERTIP ..................................................................................................................................................................... 2890

Kerr, Emmett ; McGinnity, T.M. ; Coleman, Sonya ; Shepherd, Andrea

DISCRIMINATIVE LEARNING AND INFERENCE IN THE RECURRENT TEMPORAL RBM FOR MELODY MODELLING...................................................................................................................................... 2898

Cherla, Srikanth ; Tran, Son N. ; Garcez, Artur d'Avila ; Weyde, Tillman

ON THE PERFORMANCE OF QUATERNIONIC BIDIRECTIONAL AUTO-ASSOCIATIVE MEMORY ........................................................................................................................................................................ 2906

Minemoto, Toshifumi ; Isokawa, Teijiro ; Matsui, Nobuyuki ; Kobayashi, Masaki ; Nishimura, Haruhiko

LINEAR DISCRIMINANT ANALYSIS WITH AN INFORMATION DIVERGENCE CRITERION................... 2912Emigh, Matthew ; Kriminger, Evan ; Principe, Jose C.

FROM CUTTING PLANES ALGORITHMS TO COMPRESSION SCHEMES AND ACTIVE LEARNING...................................................................................................................................................................... 2918

Louche, Ugo ; Ralaivola, Liva

A BOOTSTRAP-BASED ITERATIVE SELECTION FOR ENSEMBLE GENERATION ..................................... 2926Oliveira, Dayvid V.R. ; Porpino, Thyago N. ; Cavalcanti, George D.C. ; Ren, Tsang Ing

FAST-CLASSIFYING, HIGH-ACCURACY SPIKING DEEP NETWORKS THROUGH WEIGHT AND THRESHOLD BALANCING ............................................................................................................................... 2933

Diehl, Peter U. ; Neil, Daniel ; Binas, Jonathan ; Cook, Matthew ; Liu, Shih-Chii ; Pfeiffer, Michael

MODELLING RETINAL GANGLION CELLS USING SELF-ORGANISING FUZZY NEURAL NETWORKS.................................................................................................................................................................... 2941

McDonald, Scott ; Kerr, Dermot ; Coleman, Sonya ; Vance, Philip ; McGinnity, T.M.

INDOOR THERMAL COMFORT CONTROL THROUGH FUZZY LOGIC PMV OPTIMIZATION ............... 2949Ciabattoni, Lucio ; Cimini, Gionata ; Ferracuti, Francesco ; Grisostomi, Massimo ; Ippoliti, Gianluca ; Pirro, Matteo

FACE RECOGNITION USING SUPPORT VECTOR MACHINE AND MULTISCALE DIRECTIONAL IMAGE REPRESENTATION METHODS: A COMPARATIVE STUDY .................................. 2955

da Costa, Daniel M.M. ; Peres, Sarajane M. ; Lima, Clodoaldo A.M. ; Mustaro, Pollyana

A MODULAR MIXED-SIGNAL CVNS NEURAL NETWORK ARCHITECTURE .............................................. 2963Saffar, Farinoush ; Mirhassani, Mitra ; Ahmadi, Majid

LEARNING HUMAN MOTION FEEDBACK WITH NEURAL SELF-ORGANIZATION................................... 2969Parisi, German I. ; von Stosch, Florian ; Magg, Sven ; Wermter, Stefan

EVOLUTIONARY ADAPTIVE SELF-GENERATING PROTOTYPES FOR IMBALANCED DATASETS ...................................................................................................................................................................... 2975

Oliveira, Dayvid V.R. ; Cavalcanti, George D.C. ; Ren, Tsang Ing ; Silva, Ricardo M.A.

ON EFFECTS OF IP IMPROVEMENT OF ESN RESERVOIRS FOR REFLECTING OF DATA STRUCTURE .................................................................................................................................................................. 2983

Koprinkova-Hristova, Petia

DESIGN STATIC VAR COMPENSATOR CONTROLLER USING ARTIFICIAL NEURAL NETWORK OPTIMIZED BY MODIFY GREY WOLF OPTIMIZATION ............................................................. 2990

Mohamed, Al-Attar Ali ; El-Gaafary, Ahmed A.M. ; Mohamed, Yahia S. ; Hemeida, Ashraf Mohamed

EEG SOURCE LOCALIZATION BY MEMORY NETWORK ANALYSIS OF SUBJECTS ENGAGED IN PERCEIVING EMOTIONS FROM FACIAL EXPRESSIONS ....................................................... 2997

Kar, Reshma ; Konar, Amit ; Chakraborty, Aruna ; Bhattacharya, Basabdatta Sen ; Nagar, Atulya K.

SYMBOLIC ASSOCIATIONS IN NEURAL NETWORK ACTIVATIONS: REPRESENTATIONS IN THE EMERGENCE OF COMMUNICATION ...................................................................................................... 3005

de Oliveira, Emerson Silva ; Loula, Angelo

LEARNING THE HASH CODE WITH GENERALISED REGRESSION NEURAL NETWORKS FOR HANDWRITTEN SIGNATURE BIOMETRIC DATA RETRIEVAL ............................................................. 3013

Ribeiro, Bernardete ; Lopes, Noel ; Silva, Catarina

EXPONENTIAL C-LOSS FOR DATA FITTING ....................................................................................................... 3019Chen, Badong ; Wang, Ren ; Zheng, Nanning ; Principe, Jose C.

PROCESSING POINT CLOUD SEQUENCES WITH GROWING NEURAL GAS ............................................... 3025Orts-Escolano, Sergio ; Garcia-Rodriguez, Jose ; Morell, Vicente ; Cazorla, Miguel ; Saval, Marcelo ; Azorin, Jorge

ON INITIAL CONVERGENCE BEHAVIOR OF THE KERNEL LEAST MEAN SQUARE ALGORITHM ................................................................................................................................................................. 3033

Chen, Badong ; Wang, Ren ; Zheng, Nanning ; Principe, Jose C.

A VARIABLE STEP-SIZE ADAPTIVE ALGORITHM UNDER MAXIMUM CORRENTROPY CRITERION .................................................................................................................................................................... 3038

Wang, Ren ; Chen, Badong ; Zheng, Nanning ; Principe, Jose C.

ONLINE FAULT DETECTION BASED ON TYPICALITY AND ECCENTRICITY DATA ANALYTICS.................................................................................................................................................................... 3043

Costa, Bruno Sielly Jales ; Bezerra, Clauber Gomes ; Guedes, Luiz Affonso ; Angelov, Plamen Parvanov

NEURAL-SYMBOLIC MONITORING AND ADAPTATION .................................................................................. 3049Perotti, Alan ; Garcez, Artur d'Avila ; Boella, Guido

LOCAL STRUCTURE HELPS LEARNING OPTIMIZED AUTOMATA IN RECURRENT NEURAL NETWORKS .................................................................................................................................................. 3057

Binas, Jonathan ; Indiveri, Giacomo ; Pfeiffer, Michael

INDOOR LOCALIZATION BY DENOISING AUTOENCODERS AND SEMI-SUPERVISED LEARNING IN 3D SIMULATED ENVIRONMENT .................................................................................................. 3064

Shantia, Amirhossein ; Timmers, Rik ; Schomaker, Lambert ; Wiering, Marco

MODELING PAVLOVIAN CONDITIONING WITH MULTIPLE NEURONAL POPULATIONS..................... 3071Carrere, Maxime ; Alexandre, Frederic

LEARNING JOINT REPRESENTATIONS FOR ORDER AND TIMING OF PERCEPTUAL-MOTOR SEQUENCES: A DYNAMIC NEURAL FIELD APPROACH ................................................................... 3079

Wojtak, Weronika ; Ferreira, Flora ; Erlhagen, Wolfram ; Bicho, Estela

REAL-TIME VIDEO OBJECT RECOGNITION USING CONVOLUTIONAL NEURAL NETWORK...................................................................................................................................................................... 3086

Ahn, Byungik

AN AUTONOMOUS COMPETITIVE LEARNING ALGORITHM USING QUANTUM HAMMING NEURAL NETWORKS .................................................................................................................................................. 3093

Zidan, Mohammed ; Sagheer, Alaa ; Metwally, Nasser

ADAPTIVE-CRITIC-BASED CONTROL OF A SYNCHRONOUS GENERATOR IN A POWER SYSTEM USING BIOLOGICALLY INSPIRED ARTIFICIAL NEURAL NETWORKS ...................................... 3100

Dai, Jing ; Venayagamoorthy, Ganesh K. ; Harley, Ronald G. ; Deng, Yi ; Potter, Steve M.

AN APPROACH TO HANDLE CONCEPT DRIFT IN FINANCIAL TIME SERIES BASED ON EXTREME LEARNING MACHINES AND EXPLICIT DRIFT DETECTION ...................................................... 3108

Cavalcante, Rodolfo C. ; Oliveira, Adriano L.I.

COMBINING PCA AND MULTISET CCA FOR DIMENSION REDUCTION WHEN GROUP ICA IS APPLIED TO DECOMPOSE NATURALISTIC FMRI DATA............................................................................. 3116

Tsatsishvili, Valeri ; Cong, Fengyu ; Toiviainen, Petri ; Ristaniemi, Tapani

A COMPARATIVE STUDY BETWEEN MOTIVATED LEARNING AND REINFORCEMENT LEARNING...................................................................................................................................................................... 3122

Graham, J. ; Starzyk, J.A. ; Ni, Z. ; He, H. ; Teng, T.-H. ; Tan, A.-H.

NEURON-LIKE DIGITAL HARDWARE ARCHITECTURE FOR LARGE-SCALE NEUROMORPHIC COMPUTING ............................................................................................................................... 3130

Ahn, Byungik

EEG CLASSIFICATION TO DETERMINE THE DEGREE OF PLEASURE LEVELS IN TOUCH-PERCEPTION OF HUMAN SUBJECTS ..................................................................................................................... 3138

Saha, Anuradha ; Konar, Amit ; Bhattacharya, Basabdatta Sen ; Nagar, Atulya K.

APPROACHING REAL-WORLD NAVIGATION USING OBJECT RECOGNITION NETWORK ................... 3146Zejia Zheng ; Juyang Weng

ARTIFICIAL AGENTS PERCEIVING AND PROCESSING TIME ........................................................................ 3154Maniadakis, Michail ; Trahanias, Panos

MODE-LOCKING IN A NETWORK OF KURAMOTO-LIKE OSCILLATORS................................................... 3162Koskin, Eugene ; Galayko, Dimitri ; Feely, Orla ; Blokhina, Elena

REPEATED PLAY OF THE SVM GAME AS A MEANS OF ADAPTIVE CLASSIFICATION........................... 3168Vineyard, Craig M. ; Verzi, Stephen J. ; James, Conrad D. ; Aimone, James B. ; Heileman, Gregory L.

NEURAL RESPONSES TO NATURAL SOUNDS IN THE AUDITORY MIDBRAIN: A MODEL COMPARISON ............................................................................................................................................................... 3176

Lyzwa, Dominika

THE IMPACT OF LONGSTANDING MESSAGES IN MICRO-BLOGGING CLASSIFICATION .................... 3183Costa, Joana ; Silva, Catarina ; Antunes, Mario ; Ribeiro, Bernardete

SUPERVISED LEARNING IN SPIKING NEURAL NETWORKS WITH LIMITED PRECISION: SNN/LP ............................................................................................................................................................................. 3191

Stromatias, Evangelos ; Marsland, John S.

LEARNING TO REACH AFTER LEARNING TO LOOK: A STUDY OF AUTONOMY IN LEARNING SENSORIMOTOR TRANSFORMATIONS .......................................................................................... 3198

Rudolph, Claudia ; Storck, Tobias ; Sandamirskaya, Yulia

FINANCIAL DATA ANALYSIS USING THE INFORMATIONAL ENERGY UNILATERAL DEPENDENCY MEASURE........................................................................................................................................... 3204

Cataron, Angel ; Andonie, Razvan ; Chueh, Yvonne

APPROXIMATE DYNAMIC PROGRAMMING FOR CONTROL OF A RESIDENTIAL WATER HEATER .......................................................................................................................................................................... 3212

Motoki, Matthew ; Umeda, Monica ; Fripp, Matthias ; Kuh, Anthony

DISCRIMINATIVE DIMENSIONALITY REDUCTION FOR REGRESSION PROBLEMS USING THE FISHER METRIC.................................................................................................................................................. 3220

Schulz, Alexander ; Hammer, Barbara

OPTIMISING FREQUENCY BAND SELECTION WITH FORWARD-ADDITION AND BACKWARD-ELIMINATION ALGORITHMS IN EEG-BASED BRAIN-COMPUTER INTERFACES ................................................................................................................................................................. 3228

Raza, Haider ; Cecotti, Hubert ; Prasad, Girijesh

CASE-BASED REASONING COMBINED WITH NEURAL NETWORKS FOR CREDIT RISK ANALYSIS ....................................................................................................................................................................... 3235

Silva, Cesar ; Vasconcelos, Germano ; Barros, Hadautho ; Franca, Gabriel

STOCHASTIC COMPUTATION OF DOMINANT EIGENVALUE AND THE LAW OF TOTAL VARIANCE...................................................................................................................................................................... 3243

Georgiou, George M. ; Voigt, Kerstin ; Haiyan Qiao

INTRUDER RECOGNITION USING ECG SIGNAL................................................................................................. 3247Pasero, Eros ; Balzanelli, Eugenio ; Caffarelli, Federico

HIERARCHICAL DIRICHLET PROCESS HIDDEN MARKOV MODEL FOR UNSUPERVISED BIOACOUSTIC ANALYSIS .......................................................................................................................................... 3255

Bartcus, Marius ; Chamroukhi, Faicel ; Glotin, Herve

LEARNING WITH COVARIATE SHIFT-DETECTION AND ADAPTATION IN NON-STATIONARY ENVIRONMENTS: APPLICATION TO BRAIN-COMPUTER INTERFACE ............................ 3262

Raza, Haider ; Cecotti, Hubert ; Yuhua Li ; Prasad, Girijesh

MULTI-DL-RESUME: MULTIPLE NEURONS DELAY LEARNING REMOTE SUPERVISED METHOD ......................................................................................................................................................................... 3270

Taherkhani, Aboozar ; Belatreche, Ammar ; Yuhua Li ; Maguire, Liam P.

PARALLEL FLOW IN DEEP PREDICTIVE CODING NETWORKS .................................................................... 3277Santana, Eder ; Cinar, Goktug T. ; Principe, Jose C.

CONTROLLABILITY OF MULTI-LEVEL STATES IN MEMRISTIVE DEVICE MODELS USING A TRANSISTOR AS CURRENT COMPLIANCE DURING SET OPERATION .................................................... 3282

Siemon, A. ; Menzel, S. ; Waser, R. ; Linn, E.

MIXED GENERATIVE AND SUPERVISED LEARNING MODES IN DEEP PREDICTIVE CODING NETWORKS .................................................................................................................................................. 3290

Santana, Eder ; Principe, Jose C.

NEGOTIATION PROCESS FOR BI-OBJECTIVE MULTI-AGENT FLEXIBLE NEURAL TREE MODEL ............................................................................................................................................................................ 3294

Ammar, Marwa ; Bouaziz, Souhir ; Alimi, Adel M. ; Abraham, Ajith

GENERALIZED LABEL PROPAGATION................................................................................................................. 3303Hensley, Asher ; Doboli, Alex ; Mangoubi, Rami ; Doboli, Simona

A MINIMAL ARCHITECTURE FOR GENERAL COGNITION............................................................................. 3311Gashler, Michael S. ; Kindle, Zachariah ; Smith, Michael R.

A NEUROCOMPUTATIONAL MODEL IMPLEMENTED ON HUMANOID ROBOT FOR LEARNING ACTION SELECTION............................................................................................................................. 3319

Ercelik, Emec ; Sengor, Neslihan Serap

IMPROVED ERROR BOUNDS BASED ON WORST LIKELY ASSIGNMENTS ................................................. 3325Bax, Eric

A NEW APPROACH FOR EVENT DETECTION USING K-MEANS CLUSTERING AND NEURAL NETWORKS .................................................................................................................................................. 3331

Oladimeji, Muyiwa O. ; Turkey, Mikdam ; Ghavami, Mohammad ; Dudley, Sandra

AN ANALYSIS OF DYNAMIC CORTEX MEMORY NETWORKS ....................................................................... 3336Otte, Sebastian ; Zell, Andreas ; Liwicki, Marcus

AN EMPIRICAL MODE DECOMPOSITION BASED FILTERING METHOD FOR CLASSIFICATION OF MOTOR-IMAGERY EEG SIGNALS FOR ENHANCING BRAIN-COMPUTER INTERFACE............................................................................................................................................ 3344

Gaur, Pramod ; Pachori, Ram Bilas ; Hui Wang ; Prasad, Girijesh

LEARNING OF LOCAL PREDICTABLE REPRESENTATIONS IN PARTIALLY LEARNABLE ENVIRONMENTS .......................................................................................................................................................... 3351

Lefort, Mathieu ; Gepperth, Alexander

A LEARNING INTELLIGENT SYSTEM FOR FAULT DETECTION IN SMART GRID BY A ONE-CLASS CLASSIFICATION APPROACH .......................................................................................................... 3359

De Santis, Enrico ; Rizzi, Antonello ; Sadeghian, Alireza ; Mascioli, F.M.Frattale

NON-LINEAR PREDICTION WITH LSTM RECURRENT NEURAL NETWORKS FOR ACOUSTIC NOVELTY DETECTION ......................................................................................................................... 3367

Marchi, Erik ; Vesperini, Fabio ; Weninger, Felix ; Eyben, Florian ; Squartini, Stefano ; Schuller, Bjorn

AN EFFICIENT LEARNING METHOD FOR RBF NEURAL NETWORKS ......................................................... 3374Pazouki, Maryam ; Zijun Wu ; Zhixing Yang ; Moller, Dietmar P.F.

MODELLING OF A RETINAL GANGLION CELL WITH SIMPLE SPIKING MODELS.................................. 3380Vance, P. ; Coleman, S.A. ; Kerr, D. ; Das, G.P. ; McGinnity, T.M.

AN EVOLUTIONARY SAMPLING APPROACH FOR CLASSIFICATION WITH IMBALANCED DATA................................................................................................................................................................................ 3388

Fernandes, Everlandio R.Q. ; de Carvalho, Andre C.P.L.F. ; Coelho, Andre L.V.

IS LEARNING BY READING A BOOK BETTER THAN WATCHING A MOVIE? A COMPUTATIONAL ANALYSIS OF SEMANTIC CONCEPT NETWORK GROWTH DURING TEXT AND MULTIMEDIA COMPREHENSION ...................................................................................................... 3395

Al Madi, Naser S ; Khan, Javed I.

A COMPUTATIONAL MODEL TO INVESTIGATE THE EFFECT OF DOPAMINE ON NEURAL SYNCHRONIZATION IN STRIATUM ....................................................................................................................... 3403

Elibol, Rahmi ; Sengor, Neslihan Serap

EFFICIENT CONFORMAL REGRESSORS USING BAGGED NEURAL NETS .................................................. 3408Johansson, Ulf ; Sonstrod, Cecilia ; Linusson, Henrik

MODELLING ABSENCE EPILEPSY SEIZURE DATA IN THE NEUCUBE EVOLVING SPIKING NEURAL NETWORK ARCHITECTURE ................................................................................................................... 3416

Capecci, Elisa ; Espinosa-Ramos, Josafath I. ; Mammone, Nadia ; Kasabov, Nikola ; Duun-Henriksen, Jonas ; Kjaer, Troels Wesenberg ; Campolo, Maurizio ; La Foresta, Fabio ; Morabito, Francesco C.

NON-RIGID POINT SET REGISTRATION USING COLOR AND DATA DOWNSAMPLING.......................... 3424Saval-Calvo, Marcelo ; Orts-Escolano, Sergio ; Azorin-Lopez, Jorge ; Garcia-Rodriguez, Jose ; Fuster-Guillo, Andres ; Morell-Gimenez, Vicente ; Cazorla, Miguel

MONITORING TERM DRIFT BASED ON SEMANTIC CONSISTENCY IN AN EVOLVING VECTOR FIELD ............................................................................................................................................................. 3432

Wittek, Peter ; Daranyi, Sandor ; Kontopoulos, Efstratios ; Moysiadis, Theodoros ; Kompatsiaris, Ioannis

DESIGN OF THE 2015 CHALEARN AUTOML CHALLENGE .............................................................................. 3440Guyon, Isabelle ; Bennett, Kristin ; Cawley, Gavin ; Escalante, Hugo Jair ; Escalera, Sergio ; Tin Kam Ho ; Macia, Nuria ; Ray, Bisakha ; Saeed, Mehreen ; Statnikov, Alexander ; Viegas, Evelyne

A PRAGMATIC APPROACH TO MULTI-CLASS CLASSIFICATION ................................................................. 3448Kopinski, Thomas ; Magand, Stephane ; Handmann, Uwe ; Gepperth, Alexander

A METHOD FOR FINDING SIMILARITY BETWEEN MULTI-LAYER PERCEPTRONS BY FORWARD BIPARTITE ALIGNMENT...................................................................................................................... 3456

Ashmore, Stephen ; Gashler, Michael

STOCHASTIC LOCAL SEARCH FOR DIRECT TRAINING OF THRESHOLD NETWORKS ......................... 3463Brunato, Mauro ; Battiti, Roberto

SI ELEGANS: HARDWARE ARCHITECTURE AND COMMUNICATIONS PROTOCOL ............................... 3471Machado, Pedro ; Appiah, Kofi ; McGinnity, T.M. ; Wade, John ; McGinnity, T.M.

TRAINING NEURAL HARDWARE WITH NOISY COMPONENTS ..................................................................... 3479Rothganger, Fred ; Evans, Brian R. ; Aimone, James B. ; DeBenedictis, Erik P.

ANSWER: AN UNSUPERVISED ATTRACTOR NETWORK METHOD FOR DETECTING SALIENT WORDS IN TEXT CORPORA.................................................................................................................... 3487

Candadai, Madhavun ; Vanarase, Aashay ; Mei Mei ; Minai, Ali A.

MORPHOLOGICAL EXTREME LEARNING MACHINES APPLIED TO DETECT AND CLASSIFY MASSES IN MAMMOGRAMS ................................................................................................................ 3495

Azevedo, Washington W. ; Lima, Sidney M.L. ; Fernandes, Isabella M.M. ; Rocha, Arthur D.D. ; Cordeiro, Filipe R. ; da Silva-Filho, Abel G. ; dos Santos, Wellington P.

ELECTROOCULOGRAM BASED SLEEP STAGE CLASSIFICATION USING DEEP BELIEF NETWORK...................................................................................................................................................................... 3503

Bin Xia ; Qianyun Li ; Jie Jia ; Jingyi Wang ; Chaudhary, Ujwal ; Ramos-Murguialday, Ander ; Birbaumer, Niels

STOCHASTIC AND ASYNCHRONOUS SPIKING DYNAMIC NEURAL FIELDS .............................................. 3508de Vangel, Benoit Chappet ; Torres-Huitzil, Cesar ; Girau, Bernard

INVESTING IN EMERGING MARKETS USING NEURAL NETWORKS AND PARTICLE SWARM OPTIMISATION ............................................................................................................................................ 3516

Khoury, Pascal ; Gorse, Denise

SINGLE-TRIAL DETECTION OF REALISTIC IMAGES WITH MAGNETOENCEPHALOGRAPHY ............................................................................................................................ 3523

Cecotti, Hubert ; Prasad, Girijesh

ON SEQUENCES OF DIFFERENT ADAPTIVE MECHANISMS IN NON-STATIONARY REGRESSION PROBLEMS.......................................................................................................................................... 3529

Bakirov, Rashid ; Gabrys, Bogdan ; Fay, Damien

INTRODUCTION TO SELF-ATTACHMENT AND ITS NEURAL BASIS............................................................. 3537Edalat, Abbas

REAL-TIME OCCUPANCY ESTIMATION USING ENVIRONMENTAL PARAMETERS ................................ 3545Masood, Mustafa K. ; Yeng Chai Soh ; Chang, Victor W.-C.

A PARAMETERLESS MIXTURE MODEL FOR LARGE MARGIN CLASSIFICATION................................... 3553Torres, Luiz C.B. ; Castro, Cristiano L. ; Braga, Antonio P.

ERROR BOUND ANALYSIS OF POLICY ITERATION BASED APPROXIMATE DYNAMIC PROGRAMMING FOR DETERMINISTIC DISCRETE-TIME NONLINEAR SYSTEMS................................... 3559

Guo, Wentao ; Liu, Feng ; Si, Jennie ; Mei, Shengwei ; Li, Rui

SELF-ORGANIZING ACTIVITY DESCRIPTION MAP TO REPRESENT AND CLASSIFY HUMAN BEHAVIOUR .................................................................................................................................................. 3567

Azorin-Lopez, Jorge ; Saval-Calvo, Marcelo ; Fuster-Guillo, Andres ; Garcia-Rodriguez, Jose ; Orts-Escolano, Sergio

EFFICIENT TRAINING ALGORITHMS FOR NEURAL NETWORKS BASED ON MEMRISTIVE CROSSBAR CIRCUITS ................................................................................................................................................. 3574

Kataeva, Irina ; Merrikh-Bayat, Farnood ; Zamanidoost, Elham ; Strukov, Dmitri

CLUSTERING-BASED GENE-SUBNETWORK BIOMARKER IDENTIFICATION USING GENE EXPRESSION DATA ..................................................................................................................................................... 3582

Doungpan, Narumol ; Engchuan, Worrawat ; Meechai, Asawin ; Chan, Jonathan H.

LIE ALGEBRA-VALUED NEURAL NETWORKS.................................................................................................... 3589Popa, Calin-Adrian

STATE PRESERVING EXTREME LEARNING MACHINE FOR FACE RECOGNITION ................................ 3595Alom, Md.Zahangir ; Sidike, Paheding ; Asari, Vijayan K. ; Taha, Tarek M.

ARCHITECTURE AND SIMULATION OF A HYBRID MEMRISTIVE MULTIPLIER NETWORK USING REDUNDANT NUMBER REPRESENTATION ............................................................................................ 3602

Fey, Dietmar ; Martschinke, Jonathan

DETECTING ANOMALOUS STRUCTURES BY CONVOLUTIONAL SPARSE MODELS ............................... 3608Carrera, Diego ; Boracchi, Giacomo ; Foi, Alessandro ; Wohlberg, Brendt

POPULATION BASED MEAN OF MULTIPLE COMPUTATIONS NETWORKS: A BUILDING BLOCK FOR KINEMATIC MODELS ........................................................................................................................ 3616

Baum, Manuel ; Meier, Martin ; Schilling, Malte

THRESHOLD OPTIMIZATION OF PSEUDO-INVERSE LINEAR DISCRIMINANTS BASED ON OVERALL ACCURACIES ............................................................................................................................................ 3624

Tain Tian ; Wang Ji ; Daqi, Gao

A MULTI-PHEROMONE STIGMERGIC DISTRIBUTED ROBOT COORDINATION STRATEGY FOR FAST SURVEILLANCE TASK EXECUTION IN UNKNOWN ENVIRONMENTS ..................................... 3630

Calvo, Rodrigo ; Constantino, Ademir A. ; Figueiredo, Mauricio

RELIABLE ESTIMATION OF A NEURAL NETWORK'S DOMAIN OF VALIDITY THROUGH INTERVAL ANALYSIS BASED INVERSION............................................................................................................ 3638

Adam, S.P. ; Karras, D.A. ; Magoulas, G.D. ; Vrahatis, M.N.

AN HMM-BASED GAIT COMPARISON: USING ALZHEIMER'S DISEASE PATIENTS AS EXAMPLES ..................................................................................................................................................................... 3646

Wang, Wei-Hsin ; Wu, Hao-Li ; Chung, Pau-Choo ; Pai, Ming-Chyi

ENHANCED IMAGE CLASSIFICATION WITH A FAST-LEARNING SHALLOW CONVOLUTIONAL NEURAL NETWORK ............................................................................................................... 3652

McDonnell, Mark D. ; Vladusich, Tony

SCALE AND TRANSLATION INVARIANT LEARNING OF SPATIO-TEMPORAL PATTERNS USING LONGEST COMMON SUBSEQUENCES AND SPIKING NEURAL NETWORKS ................................ 3659

Rekabdar, Banafsheh ; Nicolescu, Monica ; Nicolescu, Mircea ; Kelley, Richard

EET: EFFICIENT EVENT TRACKING OVER EMERGENCY-ORIENTED WEB DATA.................................. 3666Qunhui Wu ; Jianghua Lv ; Shilong Ma ; Hao Wang

IMPROVING BAG OF VISUAL WORDS REPRESENTATIONS WITH GENETIC PROGRAMMING ........................................................................................................................................................... 3674

Escalante, Hugo Jair ; Martinez-Carraza, Jose ; Escalera, Sergio ; Ponce-Lopez, Victor ; Baro, Xavier

DETERMINISTIC CHAOS IN MOBILE ROBOTS ................................................................................................... 3682Da Rold, Federico

HOW RELIABLE IS THE ENVIRONMENTAL SUSTAINABILITY INDEX 2005? ............................................. 3689Tambouratzis, Tatiana

ESTIMATING MULTIMODAL ATTRIBUTES FOR UNKNOWN OBJECTS ...................................................... 3697Kimura, Daiki ; Hasegawa, Osamu

FACE RECOGNITION IN UNCONSTRAINED ENVIRONMENTS ....................................................................... 3705Saffar, Mohammad Taghi ; Rekabdar, Banafsheh ; Louis, Sushil ; Nicolescu, Mircea

A NOVEL HARDWARE-EFFICIENT COCHLEA MODEL BASED ON ASYNCHRONOUS CELLULAR AUTOMATON ......................................................................................................................................... 3712

Izawa, Masato ; Torikai, Hiroyuki

INCREMENTAL LEARNING ON A BUDGET AND A QUICK CALCULATION METHOD USING A TREE-SEARCH ALGORITHM ................................................................................................................................ 3720

Kato, Akihisa ; Kawahara, Hirohito ; Yamauchi, Koichiro

MULTI-PROTOTYPE LOCAL DENSITY-BASED HIERARCHICAL CLUSTERING ........................................ 3727da Silva, Leonardo Enzo Brito ; Wunsch, Donald C.

APPLYING THE CANONICAL DISTRIBUTED EMBODIED EVOLUTION ALGORITHM IN A COLLECTIVE INDOOR NAVIGATION TASK ........................................................................................................ 3736

Trueba, P. ; Prieto, A. ; Bellas, F. ; Duro, R.J.

DURATION AND INTERVAL HIDDEN MARKOV MODEL FOR SEQUENTIAL DATA ANALYSIS ....................................................................................................................................................................... 3744

Narimatsu, Hiromi ; Kasai, Hiroyuki

MAXIMUM LENGTH WEIGHTED NEAREST NEIGHBOR APPROACH FOR ELECTRICITY LOAD FORECASTING ................................................................................................................................................. 3752

Colombo, Tommaso ; Koprinska, Irena ; Panella, Massimo

NEW EFFICIENT SPEED-UP SCHEME FOR CASCADE IMPLEMENTATION OF SVM CLASSIFIER ................................................................................................................................................................... 3760

Jeonghyun Baek ; Jisu Kim ; Junhyuk Hyun ; Euntai Kim

FACTOR GRAPHS FOR PIXELWISE ILLUMINANT ESTIMATION .................................................................. 3766Mutimbu, Lawrence ; Robles-Kelly, Antonio

FORECASTING THE WEATHER OF NEVADA: A DEEP LEARNING APPROACH ........................................ 3774Hossain, Moinul ; Rekabdar, Banafsheh ; Louis, Sushil J. ; Dascalu, Sergiu

MEMRISTOR BASED NEUROMORPHIC CIRCUIT FOR EX-SITU TRAINING OF MULTI-LAYER NEURAL NETWORK ALGORITHMS......................................................................................................... 3780

Yakopcic, Chris ; Hasan, Raqibul ; Taha, Tarek M.

DIRECTED GENERALIZED MEASURE OF ASSOCIATION: A DATA DRIVEN APPROACH TOWARDS CAUSAL INFERENCE ............................................................................................................................. 3787

Hazrati, Mehrnaz Kh. ; Keil, Andreas ; Principe, Jose C.

DEEPSIGN: DEEP LEARNING FOR AUTOMATIC MALWARE SIGNATURE GENERATION AND CLASSIFICATION ............................................................................................................................................... 3795

David, Omid E. ; Netanyahu, Nathan S.

COMPOSER CLASSIFICATION BASED ON TEMPORAL CODING IN ADAPTIVE SPIKING NEURAL NETWORKS .................................................................................................................................................. 3803

Chaitanya Prasad N ; Sabooy, Krishnakant ; Rajendran, Bipin

SINGLE CHANNEL WIRELESS EEG DEVICE FOR REAL-TIME FATIGUE LEVEL DETECTION ................................................................................................................................................................... 3811

Li-Wei Ko ; Wei-Kai Lai ; Wei-Gang Liang ; Chun-Hsiang Chuang ; Shao-Wei Lu ; Yi-Chen Lu ; Tien-Yang Hsiung ; Hsu-Hsuan Wu ; Chin-Teng Lin

A STUDY ON ASSOCIATION RULE MINING OF DARKNET BIG DATA .......................................................... 3816Ban, Tao ; Eto, Masashi ; Guo, Shanqing ; Inoue, Daisuke ; Nakao, Koji ; Huang, Runhe

A CMOS SPIKING NEURON FOR DENSE MEMRISTOR-SYNAPSE CONNECTIVITY FOR BRAIN-INSPIRED COMPUTING ................................................................................................................................ 3823

Xinyu Wu ; Saxena, Vishal ; Kehan Zhu

RECURRENT CONVOLUTIONAL NEURAL NETWORKS FOR OBJECT-CLASS SEGMENTATION OF RGB-D VIDEO ........................................................................................................................ 3829

Pavel, Mircea Serban ; Schulz, Hannes ; Behnke, Sven

CLASS-PRESERVING MANIFOLD LEARNING FOR DETECTION AND CLASSIFICATION ....................... 3837Tabaghi, Puoya ; Azimi-Sadjadi, Mahmood R.

ARITHMETIC COMPUTING VIA RATE CODING IN NEURAL CIRCUITS WITH SPIKE-TRIGGERED ADAPTIVE SYNAPSES ........................................................................................................................ 3843

Thorat, Sushrut ; Rajendran, Bipin

A2D2: A PRE-EVENT ABRUPT DRIFT DETECTION ............................................................................................. 3851Escovedo, Tatiana ; Koshiyama, Adriano ; Vellasco, Marley ; Melo, Rubens ; da Cruz, Andre Abs

FASTER REINFORCEMENT LEARNING AFTER PRETRAINING DEEP NETWORKS TO PREDICT STATE DYNAMICS .................................................................................................................................... 3859

Anderson, Charles W. ; Lee, Minwoo ; Elliott, Daniel L.

SALIENCY MODEL OF AUDITORY ATTENTION BASED ON FREQUENCY, AMPLITUDE AND SPATIAL LOCATION.......................................................................................................................................... 3866

Morissette, Laurence ; Chartier, Sylvain

AN AUTONOMOUS ONLINE MALICIOUS SPAM EMAIL DETECTION SYSTEM USING EXTENDED RBF NETWORK ...................................................................................................................................... 3871

Ali, Siti-Hajar-Aminah ; Ozawa, Seiichi ; Nakazato, Junji ; Ban, Tao ; Shimamura, Jumpei

LEARNING CONVOLUTIVE FEATURES FOR STORAGE AND TRANSMISSION BETWEEN NETWORKED SENSORS ............................................................................................................................................. 3878

de Frein, Ruairi

DESIGN OF A SILICON COCHLEA SYSTEM WITH BIOLOGICALLY FAITHFUL RESPONSE.................. 3886Wang, Shiwei ; Koickal, Thomas Jacob ; Enemali, Godwin ; Gouveia, Luiz ; Lei Wang ; Hamilton, Alister

REGULARITY AND RANDOMNESS IN MODULAR NETWORK STRUCTURES FOR NEURAL ASSOCIATIVE MEMORIES ........................................................................................................................................ 3893

Tanaka, Gouhei ; Yamane, Toshiyuki ; Nakano, Daiju ; Nakane, Ryosho ; Katayama, Yasunao

A NOVEL DICTIONARY LEARNING ALGORITHM FOR IMAGE REPRESENTATION................................ 3900Dammak, Mouna ; Mejdoub, Mahmoud ; Ben Amar, Chokri

DATA-POINT AND FEATURE SELECTION OF MOTOR IMAGERY EEG SIGNALS FOR NEURAL CLASSIFICATION OF COGNITIVE TASKS IN CAR-DRIVING ......................................................... 3906

Saha, Anuradha ; Konar, Amit ; Das, Pratyusha ; Bhattacharya, Basabdatta Sen ; Nagar, Atulya K.

IMPROVED MANIFOLD LEARNING WITH COMPETITIVE HEBBIAN RULE ............................................... 3914Qiang Gan ; Furao Shen ; Jinxi Zhao

AN ONLINE INCREMENTAL LEARNING ALGORITHM FOR TIME SERIES ................................................. 3920Haoran Xu ; Youlu Xing ; Furao Shen ; Jinxi Zhao

SOLVING THE DATA IMBALANCE PROBLEM OF P300 DETECTION VIA RANDOM UNDER-SAMPLING BAGGING SVMS...................................................................................................................................... 3925

Xiaofeng Shi ; Guoqiang Xu ; Furao Shen ; Jinxi Zhao

ADAPTIVE PARAMETERIZED ADABOOST ALGORITHM WITH APPLICATION IN EEG MOTOR IMAGERY CLASSIFICATION .................................................................................................................... 3930

Das, Pratyusha ; Sadhu, Arup Kumar ; Konar, Amit ; Bhattacharya, Basabdatta Sen ; Nagar, Atulya K.

SMART METER PROFILING FOR HEALTH APPLICATIONS............................................................................ 3938Chalmers, Carl ; Hurst, William ; Mackay, Michael ; Fergus, Paul

MAS-DEWS: A MULTI-AGENT SYSTEM FOR PREDICTING AFRICA'S DROUGHT .................................... 3945Masinde, Muthoni

BRAINS AS NATURALLY EMERGING TURING MACHINES ............................................................................. 3952Weng, Juyang

PREDICTION OF SOLAR CYCLE 24......................................................................................................................... 3960Parsapoor, Mahboobeh ; Bilstrup, Urban ; Svensson, Bertil

CLASSIFICATION OF EEG SIGNALS BASED ON AR MODEL AND APPROXIMATE ENTROPY........................................................................................................................................................................ 3968

Zhang, Yong ; Xiaomin Ji ; Zhang, Yuting

A CONFIGURABLE DEEP NETWORK FOR HIGH-DIMENSIONAL CLINICAL TRIAL DATA.................... 3974O' Donoghue, Jim ; Roantree, Mark ; Van Boxtel, Martin

PREDICTIVE EVENT-TRIGGERED CONTROL BASED ON HEURISTIC DYNAMIC PROGRAMMING FOR NONLINEAR CONTINUOUS-TIME SYSTEMS ............................................................. 3982

Lu Dong ; Zhong, Xiangnan ; Changyin Sun ; He, Haibo

DIMENSIONALITY REDUCTION IN CONTINUOUS EVOLUTIONARY OPTIMIZATION............................ 3989Kramer, Oliver

CONSISTENCY DRIVEN OPINION FORMATION MODELLING IN PRESENCE OF EXTERNAL SOURCES ................................................................................................................................................. 3993

Das, Rajkumar ; Kamruzzaman, Joarder ; Karmakar, Gour

APPLYING THE CORAL REEFS OPTIMIZATION ALGORITHM TO CLUSTERING PROBLEMS..................................................................................................................................................................... 4001

Medeiros, Inacio G. ; Xavier, Joao C. ; Canuto, Anne M.P.

PACKING EQUAL CIRCLES IN A DAMAGED SQUARE ...................................................................................... 4009Xinyi Zhuang ; Ling Yan ; Liang Chen

UNCORRELATED TRANSFERABLE FEATURE EXTRACTION FOR SIGNAL CLASSIFICATION IN BRAIN-COMPUTER INTERFACES ................................................................................... 4015

Shi, Honglei ; Jinhua Xu ; Sun, Shiliang

SELF-ORGANIZATION OF HIPPOCAMPAL REPRESENTATIONS IN LARGE ENVIRONMENTS .......................................................................................................................................................... 4022

Shuang Liu ; Bailu Si ; Yang Lin

AN ANALYSIS OF DIVERSITY MEASURES FOR THE DYNAMIC DESIGN OF ENSEMBLE OF CLASSIFIERS ................................................................................................................................................................. 4028

Lustosa Filho, Jose A.S. ; Canuto, Anne M.P. ; Xavier, Joao C.

QUANTIFYING THE LIMITED AND GRADUAL CONCEPT DRIFT ASSUMPTION ....................................... 4036Sarnelle, Joseph ; Sanchez, Anthony ; Capo, Robert ; Haas, Joshua ; Polikar, Robi

GROUP BUYING IN SOCIAL COUPON: MYTHS OR FACTS............................................................................... 4044Yuanyuan Man ; Mantian Hu ; King, Irwin

RANDOM-FOREST-BASED AUTOMATED CELL DETECTION IN KNIFE-EDGE SCANNING MICROSCOPE RAT NISSL DATA.............................................................................................................................. 4052

Lal Das, Shashwat ; Keyser, John ; Choe, Yoonsuck

MULTI OMIC OSCILLATIONS IN BACTERIAL PATHWAYS............................................................................. 4060Bardozzo, Francesco ; Lio, Pietro ; Tagliaferri, Roberto

EFFECT OF ASSOCIATIVE RULES ON THE DYNAMICS OF CONCEPTUAL COMBINATION IN A NEURODYNAMICAL MODEL .......................................................................................................................... 4068

Doumit, Sarjoun ; Minai, Ali A.

IMPLEMENTATION OF UNIVERSAL COMPUTATION VIA SMALL RECURRENT FINITE PRECISION NEURAL NETWORKS ........................................................................................................................... 4076

Nicholas Hobbs, J. ; Siegelmann, Hava

Author Index