advances in intelligent systems and computing 182

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Advances in Intelligent Systems and Computing 182 Editor-in-Chief Prof. Janusz Kacprzyk Systems Research Institute Polish Academy of Sciences ul. Newelska 6 01-447 Warsaw Poland E-mail: [email protected] For further volumes: http://www.springer.com/series/11156

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Advances in Intelligent Systemsand Computing 182

Editor-in-Chief

Prof. Janusz KacprzykSystems Research InstitutePolish Academy of Sciencesul. Newelska 601-447 WarsawPolandE-mail: [email protected]

For further volumes:http://www.springer.com/series/11156

Ajith Abraham and Sabu M. Thampi (Eds.)

Intelligent Informatics

Proceedings of the International Symposiumon Intelligent Informatics ISI’12Held at August 4–5 2012, Chennai, India

ABC

EditorsDr. Ajith AbrahamMachine Intelligence Research Labs(MIR Labs)Scientific Network for Innovation andResearch ExcellenceAuburnWashingtonUSA

Dr. Sabu M. ThampiIndian Institute of Information Technologyand Management - Kerala (IIITM-K)Technopark CampusTrivandrumKeralaIndia

ISSN 2194-5357 e-ISSN 2194-5365ISBN 978-3-642-32062-0 e-ISBN 978-3-642-32063-7DOI 10.1007/978-3-642-32063-7Springer Heidelberg New York Dordrecht London

Library of Congress Control Number: 2012942843

c© Springer-Verlag Berlin Heidelberg 2013This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part ofthe material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation,broadcasting, reproduction on microfilms or in any other physical way, and transmission or informationstorage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodologynow known or hereafter developed. Exempted from this legal reservation are brief excerpts in connectionwith reviews or scholarly analysis or material supplied specifically for the purpose of being enteredand executed on a computer system, for exclusive use by the purchaser of the work. Duplication ofthis publication or parts thereof is permitted only under the provisions of the Copyright Law of thePublisher’s location, in its current version, and permission for use must always be obtained from Springer.Permissions for use may be obtained through RightsLink at the Copyright Clearance Center. Violationsare liable to prosecution under the respective Copyright Law.The use of general descriptive names, registered names, trademarks, service marks, etc. in this publicationdoes not imply, even in the absence of a specific statement, that such names are exempt from the relevantprotective laws and regulations and therefore free for general use.While the advice and information in this book are believed to be true and accurate at the date of pub-lication, neither the authors nor the editors nor the publisher can accept any legal responsibility for anyerrors or omissions that may be made. The publisher makes no warranty, express or implied, with respectto the material contained herein.

Printed on acid-free paper

Springer is part of Springer Science+Business Media (www.springer.com)

Preface

This book contains a selection of refereed and revised papers originally presentedat the first International Symposium on Intelligent Informatics (ISI’12), August4–5, 2012, Chennai, India. ISI’12 provided an international forum for sharingoriginal research results and practical development experiences among experts inthe emerging areas of Intelligent Informatics. ISI’12 was co-located with Interna-tional Conference on Advances in Computing, Communications and Informatics(ICACCI-2012).

Credit for the quality of the conference proceedings goes first and foremost to theauthors. They contributed a great deal of effort and creativity to produce this work,and we are very thankful that they chose ISI’12 as the place to present it. All of theauthors who submitted papers, both accepted and rejected, are responsible for keep-ing the ISI papers program vital. The total of 165 papers coming from 17 countriesand touching a wide spectrum of topics related to both theory and applications weresubmitted to ISI’12. Out of them 54 papers were selected for regular presentations.

An event like this can only succeed as a team effort. We would like to acknowl-edge the contribution of the program committee members and thank the reviewersfor their efforts. Many thanks to the honorary chair Lotfi Asker Zadeh, the generalchair Axel Sikora as well as the program chairs Adel M. Alimi, Juan Manuel Cor-chado and Michal Wozniak. Their involvement and support have added greatly tothe quality of the symposium.

We wish to express our thanks to Thomas Ditzinger, Senior Editor, Engineer-ing/Applied Sciences Springer-Verlag for his help and cooperation.

August 2012 Ajith AbrahamSabu M. Thampi

ISI’12 Conference Committee

Honorary Chair

Prof. Lotfi Asker Zadeh Founder of Fuzzy Logic, University of CaliforniaBerkeley, USA

General Chair

Axel Sikora University of Applied Sciences Offenburg,Germany

Program Chairs

Adel M. Alimi University of Sfax, TunisiaJuan Manuel Corchado

Rodriguez University of Salamanca, SpainMichal Wozniak Wroclaw University of Technology, Poland

Publication Chairs

Ajith Abraham Machine Intelligence Research Labs (MIR Labs),USA

Sabu M. Thampi Indian Institute of Information Technology andManagement - Kerala, India

TPC Members

Abdelmajid Khelil TU Darmstadt, GermanyAboul Ella Hassanien University of Cairo, EgyptAgostino Bruzzone University of Genoa, ItalyAjay Singh Multimedia University, MalaysiaAjay Jangra UIET Kurukshetra University, Kurukshetra, IndiaAlgirdas Pakaitas London Metropolitan University - North Campus,

United Kingdom

VIII ISI’12 Conference Committee

Amer Dawoud University of Southern Mississippi, CanadaAnirban Kundu Kuang-Chi Institute of Advanced Technology,

P.R. ChinaAnjana Gosain Indraprastha University, IndiaAsh Mohammad Abbas Aligarh Muslim University, IndiaAsrul Adam Universiti Teknologi Malaysia, MalaysiaAthanasios Pantelous University of Liverpool, United KingdomAtul Negi University of Hyderabad, IndiaAvinash Keskar V.N.I.T., IndiaAzian Azamimi Abdullah Universiti Malaysia Perlis, MalaysiaBelal Abuhaija University of Tabuk, Saudi ArabiaBrajesh Kumar Kaushik Indian Institute of Technology, Roorkee, IndiaCecilia Nugraheni Parahyangan Catholic University, IndonesiaCrina Grosan Norwegian University of Science and Technology,

NorwayDayang Jawawi Universiti Teknologi Malaysia, MalaysiaDhiya Al-Jumeily Liverpool John Moores University,

United KingdomEdara Reddy Nagarjuna University, IndiaEdward Williams PMcorp, USAEmilio Jimanez Macaas University of La Rioja, SpainEri Shimokawara Tokyo Metropolitan University, JapanFarrah Wong Universiti Malaysia Sabah, MalaysiaFatos Xhafa UPC, Barcelona Tech, SpainG. Ganesan Adikavi Nannaya University, IndiaGancho Vachkov Yamaguchi University, JapanGeorgi Dimirovski Dogus University of Istanbul, TurkeyGhulam Abbas Liverpool Hope University, United KingdomGregorio Romero Universidad Politecnica de Madrid, SpainGurvinder-Singh Baicher University of Wales Newport, United KingdomHabib Kammoun University of Sfax, TunisiaHanif Ibrahim Universiti Teknologi Malaysia, MalaysiaIda Giriantari Udayana University, Bali, IndonesiaImran Bajwa The Islamia University of Bahawalpur, PakistanIssam Kouatli Lebanese American University, LebanonJ. Mailen Kootsey Simulation Resources, Inc., USAJasmy Yunus University of Technology Malaysia, MalaysiaJavier Bajo University of Salamanca, SpainJayashree Padmanabhan Anna University, IndiaJeng-Shyang Pan National Kaohsiung University of Applied

Sciences, TaiwanJiri Dvorsky Technical University of Ostrava, Czech RepublicJosip Lorincz University of Split, CroatiaK. Thangavel Periyar University, Salem, IndiaKambiz Badie Iran Telecom Research Center, Iran

ISI’12 Conference Committee IX

Kenneth Nwizege University of SWANSEA, United KingdomKumar R. SRM University, IndiaKumar Rajamani GE Global Research, IndiaLee Tian Soon Lt Multi Media University, MalaysiaMahendra Dixit SDMCET, IndiaManjunath Aradhya Dayananda Sagar College of Engineering, IndiaManu Sood Himachal Pradesh University, IndiaMario Kappen Kyushu Institute of Technology, JapanMartin Tunnicliffe Kingston University, United KingdomMikulas Alexik University of Zilina, SlovakiaMohamad Noh Ahmad Universiti Teknologi Malaysia, MalaysiaMohamed Baqer University of Bahrain, BahrainMohamed Dahmane University of Montreal, CanadaMohand Lagha Saad Dahlab University of Blida - Blida - Algeria,

AlgeriaMohsen Askari University of Technology, Sydney, IranMokhtar Beldjehem Sainte-Anne’s University, CanadaMonica Chis Siemens PSE Romania, RomaniaMuhammad Nadzir Marsono Universiti Teknologi Malaysia, MalaysiaNarendra Bawane RTM, Nagpur University, IndiaNico Saputro Southern Illinois University Carbondale, USANor Hisham Khamis Universiti Teknologi Malaysia, MalaysiaObinna Anya Liverpool Hope University, United KingdomOtavio Teixeira Centro Universitajrio do Estado do Pari (CESUPA),

BrazilPetia Koprinkova-Hristova Bulgarian Academy of Sciences, BulgariaPraveen Srivastava Bits Pilani, IndiaRaees Khan B.B.A. University, Lucknow, IndiaRajan Vaish University of California, USARubita Sudirman Universiti Teknologi Malaysia, MalaysiaS.D. Katebi Shiraz University, Shiraz, IranSami Habib Kuwait University, KuwaitSasanko Gantayat GMR Institute of Technology, IndiaSatish Chandra Jaypee University of Information Technology, IndiaSattar Sadkhan University of Babylon, IraqSatya Kumara Udayana University, Bali, IndonesiaSatya Ghrera Jaypee University of Information Technology, IndiaSayed A. Hadei Tarbiat Modares University, IranShubhalaxmi Kher Arkansas State University, USAShuliang Sun Fuqing Branch of Fujian Normal University,

P.R. ChinaSiti Mariyam Shamsuddin Universiti Teknologi Malaysia, MalaysiaSmriti Srivastava Netaji Subhas Institute of Technology, IndiaSotiris Kotsiantis University of Patras, GreeceSriparna Saha IIT Patna, India

X ISI’12 Conference Committee

Suchitra Sueeprasan Chulalongkorn University, ThailandSung-Bae Cho Yonsei University, KoreaTeruaki Ito University of Tokushima, JapanTheodoros Kostis University of the Aegean, GreeceUsha Banerjee College of Engineering Roorkee, IndiaVaclav Satek Brno University of Technology, Czech RepublicVatsavayi Valli Kumari Andhra University, IndiaVeronica Moertini Parahyangan Catholic University, Bandung,

IndonesiaViranjay Srivastava Jaypee University of Information Technology,

Shimla, IndiaVisvasuresh Victor

Govindaswamy Texas A&M University-Texarkana, USAVivek Sehgal Jaypee University of Information Technology,

IndiaWan Hussain Wan Ishak Universiti Utara Malaysia, MalaysiaXu Han Univ. of Rochester, USAYahya Elhadj Al-Imam Muhammad Ibn Sau Islamic University,

Saudi ArabiaYu-N Cheah Universiti Sains Malaysia, MalaysiaZaliman Sauli Universiti Malaysia Perlis, Malaysia

Organising Committee(RMK Engineering College)

Chief Patron

R.S. Munirathinam

Patrons

Manjula MunirathinamR.M. KishoreR. Jothi NaiduYalamanchi PradeepDurgaDevi PradeepSowmya Kishore

Advisory Committee

T. PitchandiM.S. PalanisamyElwin Chandra MonieN.V. BalasubramanianSheshadriK.A. Mohamed JunaidK.K. Sivagnana Prabu

Convener

K. Chandrasekaran

Secretary

K.L. Shunmuganathan

ISI’12 Logo

Host Institution

Technical Sponsors

Contents

Data Mining, Clustering and Intelligent InformationSystems

Mining Top-K Frequent Correlated Subgraph Pairs in GraphDatabases . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1Li Shang, Yujiao Jian

Evolutionary Approach for Classifier Ensemble: An Applicationto Bio-molecular Event Extraction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9Asif Ekbal, Sriparna Saha, Sachin Girdhar

A Novel Clustering Approach Using Shape Based Similarity . . . . . . . . . . 17Smriti Srivastava, Saurabh Bhardwaj, J.R.P. Gupta

Knowledge Discovery Using Associative Classification for HeartDisease Prediction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 29M.A. Jabbar, B.L. Deekshatulu, Priti Chandra

An Application of K-Means Clustering for Improving Video TextDetection . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 41V.N. Manjunath Aradhya, M.S. Pavithra

Integrating Global and Local Application of DiscriminativeMultinomial Bayesian Classifier for Text Classification . . . . . . . . . . . . . . . 49Emmanuel Pappas, Sotiris Kotsiantis

Protein Secondary Structure Prediction Using Machine Learning . . . . . . 57Sriparna Saha, Asif Ekbal, Sidharth Sharma,Sanghamitra Bandyopadhyay, Ujjwal Maulik

Refining Research Citations through Context Analysis . . . . . . . . . . . . . . . 65G.S. Mahalakshmi, S. Sendhilkumar, S. Dilip Sam

XVI Contents

Assessing Novelty of Research Articles Using Fuzzy Cognitive Maps . . . . 73S. Sendhilkumar, G.S. Mahalakshmi, S. Harish, R. Karthik, M. Jagadish,S. Dilip Sam

Towards an Intelligent Decision Making Support . . . . . . . . . . . . . . . . . . . . 81Nesrine Ben Yahia, Narjes Bellamine, Henda Ben Ghezala

An Approach to Identify n-wMVD for Eliminating Data Redundancy . . . 89Sangeeta Viswanadham, Vatsavayi Valli Kumari

Comparison of Question Answering Systems . . . . . . . . . . . . . . . . . . . . . . . . 99Tripti Dodiya, Sonal Jain

Transform for Simplified Weight Computations in the Fuzzy AnalyticHierarchy Process . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 109Manju Pandey, Nilay Khare, S. Shrivastava

Parameterizable Decision Tree Classifier on NetFPGA . . . . . . . . . . . . . . . 119Alireza Monemi, Roozbeh Zarei, Muhammad Nadzir Marsono,Mohamed Khalil-Hani

Diagnosing Multiple Faults in Dynamic Hybrid Systems . . . . . . . . . . . . . . 129Imtiez Fliss, Moncef Tagina

Investigation of Short Base Line Lightning Detection System by UsingTime of Arrival Method . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 141Behnam Salimi, Zulkurnain Abdul-Malek, S.J. Mirazimi,Kamyar MehranZamir

Investigation on the Probability of Ferroresonance PhenomenonOccurrence in Distribution Voltage Transformers Using ATPSimulation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 149Zulkurnain Abdul-Malek, Kamyar MehranZamir, Behnam Salimi,S.J. Mirazimi

Design of SCFDMA System Using MIMO . . . . . . . . . . . . . . . . . . . . . . . . . . 157Kaushik Kapadia, Anshul Tyagi

Multi Agent Systems

Testing an Agent Based E-Novel System – Role Based Approach . . . . . . . 165N. Sivakumar, K. Vivekanandan

Comparative Genomics with Multi-agent Systems . . . . . . . . . . . . . . . . . . . 175Juan F. De Paz, Carolina Zato, Fernando de la Prieta, Javier Bajo,Juan M. Corchado, Jesus M. Hernandez

Causal Maps for Explanation in Multi-Agent System . . . . . . . . . . . . . . . . . 183Aroua Hedhili, Wided Lejouad Chaari, Khaled Ghedira

Contents XVII

Hierarchical Particle Swarm Optimization for the Design of BetaBasis Function Neural Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 193Habib Dhahri, Adel M. Alimi, Ajith Abraham

Fuzzy Aided Ant Colony Optimization Algorithm to SolveOptimization Problem . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 207Aloysius George, B.R. Rajakumar

Pattern Recognition, Signal and Image Processing

Self-adaptive Gesture Classifier Using Fuzzy Classifiers with EntropyBased Rule Pruning . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 217Riidhei Malhotra, Ritesh Srivastava, Ajeet Kumar Bhartee, Mridula Verma

Speaker Independent Word Recognition Using Cepstral DistanceMeasurement . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 225Arnab Pramanik, Rajorshee Raha

Wavelet Packet Based Mel Frequency Cepstral Features for TextIndependent Speaker Identification . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 237Smriti Srivastava, Saurabh Bhardwaj, Abhishek Bhandari, Krit Gupta,Hitesh Bahl, J.R.P. Gupta

Optimised Computational Visual Attention Model for RoboticCognition . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 249J. Amudha, Ravi Kiran Chadalawada, V. Subashini, B. Barath Kumar

A Rule-Based Approach for Extraction of Link-Context fromAnchor-Text Structure . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 261Suresh Kumar, Naresh Kumar, Manjeet Singh, Asok De

Malayalam Offline Handwritten Recognition Using ProbabilisticSimplified Fuzzy ARTMAP . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 273V. Vidya, T.R. Indhu, V.K. Bhadran, R. Ravindra Kumar

Development of a Bilingual Parallel Corpus of Arabic and Saudi SignLanguage: Part I . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 285Yahya O. Mohamed Elhadj, Zouhir Zemirli, Kamel Ayyadi

Software-Based Malaysian Sign Language Recognition . . . . . . . . . . . . . . . 297Farrah Wong, G. Sainarayanan, Wan Mahani Abdullah, Ali Chekima,Faysal Ezwen Jupirin, Yona Falinie Abdul Gaus

An Algorithm for Headline and Column Separation in BanglaDocuments . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 307Farjana Yeasmin Omee, Md. Shiam Shabbir Himel, Md. Abu Naser Bikas

A Probabilistic Model for Sign Language Translation Memory . . . . . . . . 317Achraf Othman, Mohamed Jemni

XVIII Contents

Selective Parameters Based Image Denoising Method . . . . . . . . . . . . . . . . 325Mantosh Biswas, Hari Om

A Novel Approach to Build Image Ontology Using Texton . . . . . . . . . . . . 333R.I. Minu, K.K. Thyagarajan

Cloud Extraction and Removal in Aerial and Satellite Images . . . . . . . . . 341Lizy Abraham, M. Sasikumar

3D360: Automated Construction of Navigable 3D Models fromSurrounding Real Environments . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 349Shreya Agarwal

Real Time Animated Map Viewer (AMV) . . . . . . . . . . . . . . . . . . . . . . . . . . 357Neeraj Gangwal, P.K. Garg

Computer Networks and Distributed Systems

A Novel Fuzzy Sensing Model for Sensor Nodes in Wireless SensorNetwork . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 365Suman Bhowmik, Chandan Giri

Retraining Mechanism for On-Line Peer-to-Peer TrafficClassification . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 373Roozbeh Zarei, Alireza Monemi, Muhammad Nadzir Marsono

Novel Monitoring Mechanism for Distributed System Software UsingMobile Agents . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 383Rajwinder Singh, Mayank Dave

Investigation on Context-Aware Service Discovery in PervasiveComputing Environments . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 393S. Sreethar, E. Baburaj

A Fuzzy Logic System for Detecting Ping Pong Effect Attack in IEEE802.15.4 Low Rate Wireless Personal Area Network . . . . . . . . . . . . . . . . . 405C. Balarengadurai, S. Saraswathi

Differentiated Service Based on Reinforcement Learning in WirelessNetworks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 417Malika Bourenane

Multimodal Biometric Authentication Based on Score NormalizationTechnique . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 425T. Sreenivasa Rao, E. Sreenivasa Reddy

Extracting Extended Web Logs to Identify the Origin of Visitsand Search Keywords . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 435Jeeva Jose, P. Sojan Lal

Contents XIX

A Novel Community Detection Algorithm for Privacy Preservationin Social Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 443Fatemeh Amiri, Nasser Yazdani, Heshaam Faili, Alireza Rezvanian

Provenance Based Web Search . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 451Ajitha Robert, S. Sendhilkumar

A Filter Tree Approach to Protect Cloud Computing against XMLDDoS and HTTP DDoS Attack . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 459Tarun Karnwal, Sivakumar Thandapanii, Aghila Gnanasekaran

Cloud Based Heterogeneous Distributed Framework . . . . . . . . . . . . . . . . . 471Anirban Kundu, Chunlin Ji, Ruopeng Liu

An Enhanced Load Balancing Technique for Efficient LoadDistribution in Cloud-Based IT Industries . . . . . . . . . . . . . . . . . . . . . . . . . . 479Rashmi KrishnaIyengar Srinivasan, V. Suma, Vaidehi Nedu

PASA: Privacy-Aware Security Algorithm for Cloud Computing . . . . . . . 487Ajay Jangra, Renu Bala

A New Approach to Overcome Problem of Congestion in WirelessNetworks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 499Umesh Kumar Lilhore, Praneet Saurabh, Bhupendra Verma

CoreIIScheduler: Scheduling Tasks in a Multi-core-Based Grid UsingNSGA-II Technique . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 507Javad Mohebbi Najm Abad, S. Kazem Shekofteh, Hamid Tabatabaee,Maryam Mehrnejad

Author Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 519