toward brain-computer interfacing - gbv
TRANSCRIPT
Toward Brain-Computer Interfacing
edited by Guido Domhege Jose del R. Millän Thilo Hinterberger Dennis J. McFarland Klaus-Robert Müller
foreword by Terrence J. Sejnowski
A Bradford Book
The MIT Press Cambridge, Massachusetts London, England
Contents
Foreword ix
Terrence J. Sejnowski
Preface xi
1 An Introduction to Brain-Computer Interfacing 1 Andrea Kubier and Klaus-Robert Müller
1 BCI Systems and Approaches 27
2 Noninvasive Brain-Computer Interface Research at the Wadsworth Center 31 Eric W. Seilers, Dean J. Krusienski, Dennis J. McFarland, and Jonathan R. Wolpaw
3 Brain-Computer Interfaces for Conununication in Paralysis: A Clinical Experimental Approach 43
Thilo Hinterberger, Femke Nijboer, Andrea Kubier, Tamara Matuz, Adrian Furdea, Ursula Mochty, Miguel Jordan, Thomas Navin Lal, N. Jeremy Hill, Jürgen Mellinger, Michael Bensch, Michael Tangermann, Guido Widman, Christian E. Elger, Wolfgang Rosenstiel, Bernhard Schölkopf, and Niels Birbaumer
4 Graz-Brain-Computer Interface: State of Research 65 Gert Pfurtscheller, Gernot R. Müller-Putz, Alois Schlögl, Bernhard Graimann, Reinhold Scherer, Robert Leeb, Clemens Brunner, Claudia Keinrath, George Townsend, Carmen Vidaurre, Muhammad Naeem, Felix Y. Lee, Seiina Wriessnegger, Doris Zimmermann, Eva Höfler, and Christa Neuper
VI Contents
5 The Berlin Brain-Computer Interface: Machine Learning-Based Detection of User Specific Brain States 85
Benjamin Blankertz, Guido Dornhege, Matthias Krauledat, Volker Kunzmann, Florian Losch, Gabriel Curio, and Klaus-Robert Müller
6 The IDIAP Brain-Computer Interface: An Asynchronous Multiclass Approach 103
Jose del R. Millän, Pierre W. Ferrez, and Anna Buttfield
7 Brain Interface Design for Asynchronous Control 111 Jaimie F. Borisoff, Steve G. Mason, and Gary E. Birch
II Invasive BCI Approaches 123
8 Electrocorticogram as a Brain-Computer Interface Signal Source . . . . 129 Jane E. Huggins, Bernhard Graimann, Se Young Chun, Jeffrey A. Fessler, and Simon P. Levine
9 Probabilistically Modeling and Decoding Neural Population Activity in Motor Cortex 147
Michael J. Black and John P. Donoghue
10 The Importance of Online Error Correction and Feed-Forward Adjustments in Brain-Machine Interfaces for Restoration of Movement 161
Down M. Taylor
11 Advances in Cognitive Neural Prosthesis: Recognition of Neural Data with an Information-Theoretic Objective 175
Zoran Nenadic, Daniel S. Rizzuto, Richard A. Andersen, and Joel W. Burdick
12 A Temporal Kernel-Based Model for Tracking Hand Movements from Neural Activities 191
Lavi Shpigelman, Koby Crammer, Rony Paz, Eilon Vaadia, and Yoram Singer
III BCI Techniques 203
13 General Signal Processing and Machine Learning Tools for BCI Analysis 207 Guido Dornhege, Matthias Krauledat, Klaus-Robert Müller, and Benjamin Blankertz
Contents vu
14 Classifying Event-Related Desynchronization in EEG, ECoG, and MEG Signals 235
N Jeremy Hill, Thomas Navin Lal, Michael Tangermann, Thilo Hinterberger, Guido Widman, Christian E. Elger, Bernhard Schölkopf, and Niels Birbaumer
15 Classification of Time-Embedded EEG Using Short-Time Principal Component Analysis 261
Charles W. Anderson, Michael J. Kirby, Douglas R. Hundley, and James N. Knight
16 Noninvasive Estimates of Local Field Potentials for Brain-Computer Interfaces 279
Rolando Grave de Peralta Menendez, Sara Gonzalez Andino, Pierre W. Ferrez, and Jose del R. Millän
17 Error-Related EEG Potentials in Brain-Computer Interfaces 291 Pierre W. Ferrez and Jose del R. Millän
18 Adaptation in Brain-Computer Interfaces 303 Jose del R. Millän, Anna Buttfield, Carmen Vidaurre, Matthias Krauledat, Alois Schlögl, Pradeep Shenoy, Benjamin Blankertz, Rajesh P. N. Rao, Rafael Cabeza, Gert Pfurtscheller, and Klaus-Robert Müller
19 Evaluation Criteria for BCI Research 327 Alois Schlögl, Julien Kronegg, Jane E. Huggins, and Steve G. Mason
IV BCI Software 343
20 BioSig: An Open-Source Software Library for BCI Research 347 Alois Schlögl, Clemens Brunner, Reinhold Scherer, and Andreas Glatz
21 BCI2000: A General-Purpose Software Platform for BCI 359 Jürgen Mellinger and Gerwin Schalk
V Applications 369
22 Brain-Computer Interfaces for Communication and Motor Control—Perspectives on Clinical Applications 373
Andrea Kubier, Femke Nijboer, and Niels Birbaumer
viii Contents
23 Combining BCI and Virtual Reality: Scouting Virtual Worlds 393 Robert Leeb, Reinhold Scherer, Down Friedman, Felix Y. Lee, Claudia Keinrath, Horst Bischof, Mel Slater, and Gert Pfurtscheller
24 Improving Human Performance in a Real Operating Environment through Real-Time Mental Workload Detection 409
Jens Kohlmorgen, Guido Dornhege, Mikio L. Braun, Benjamin Blankertz, Klaus-Robert Müller, Gabriel Curio, Konrad Hagemann, Andreas Bruns, Michael Schrauß and Wilhelm E. Kincses
25 Single-lrial Analysis of EEG during Rapid Visual Discrimination: Enabling Cortically Coupled Computer Vision 423
Paul Sajda, Adam D. Gerson, Marios G. Philiastides, and Lucas C. Parra
References 441
Contributors 491
Index 503