Toward brain-computer interfacing / edited by Guido Dornhege ... [and others] ; foreword by Terrence J. Sejnowski.

Format:

Book

Contributor:

Dornhege, Guido, editor.

Series:

Neural information processing series

Language:

English

Subjects (All):

Brain-computer interfaces.

Physical Description:

1 online resource (xii, 507 pages) : illustrations.

Other Title:

MIT Press CogNet.

Place of Publication:

Cambridge, Massachusetts : The MIT Press, [2007]

System Details:

text file

Summary:

Interest in developing an effective communication interface connecting the human brain and a computer has grown rapidly over the past decade. A brain-computer interface (BCI) would allow humans to operate computers, wheelchairs, prostheses, and other devices, using brain signals only. BCI research may someday provide a communication channel for patients with severe physical disabilities but intact cognitive functions, a working tool in computational neuroscience that contributes to a better understanding of the brain, and a novel independent interface for human-machine communication that offers new options for monitoring and control. This volume presents a timely overview of the latest BCI research, with contributions from many of the important research groups in the field. The book covers a broad range of topics, describing work on both noninvasive (that is, without the implantation of electrodes) and invasive approaches. Other chapters discuss relevant techniques from machine learning and signal processing, existing software for BCI, and possible applications of BCI research in the real world.

Contents:

I BCI Systems and Approaches 27

2 Noninvasive Brain-Computer Interface Research at the Wadsworth Center / Eric W. Sellers, Dean J. Krusienski, Dennis J. McFarland, Jonathan R. Wolpaw 31

3 Brain-Computer Interfaces for Communication in Paralysis: A Clinical Experimental Approach / Thilo Hinterberger, Femke Nijboer, Andrea Kubler, Tamara Matuz, Adrian Furdea, Ursula Mochty, Miguel Jordan, Thomas Navin Lal, N. Jeremy Hill, Jurgen Mellinger, Michael Bensch, Michael Tangermann, Guido Widman, Christian E. Elger, Wolfgang Rosenstiel, Bernhard Scholkopf, Niels Birbaumer 43

4 Graz-Brain-Computer Interface: State of Research / Gert Pfurtscheller, Gernot R. Muller-Putz, Alois Schlogl, Bernhard Graimann, Reinhold Scherer, Robert Leeb, Clemens Brunner, Claudia Keinrath, George Townsend, Carmen Vidaurre, Muhammad Naeem, Felix Y. Lee, Selina Wriessnegger, Doris Zimmermann, Eva Hofler, Christa Neuper 65

5 The Berlin Brain-Computer Interface: Machine Learning-Based Detection of User Specific Brain States / Benjamin Blankertz, Guido Dornhege, Matthias Krauledat, Volker Kunzmann, Florian Losch, Gabriel Curio, Klaus-Robert Muller 85

6 The IDIAP Brain-Computer Interface: An Asynchronous Multiclass Approach / Jose del R. Millan, Pierre W. Ferrez, Anna Buttfield 103

7 Brain Interface Design for Asynchronous Control / Jaimie F. Borisoff, Steve G. Mason, Gary E. Birch 111

II Invasive BCI Approaches 123

8 Electrocorticogram as a Brain-Computer Interface Signal Source / Jane E. Huggins, Bernhard Graimann, Se Young Chun, Jeffrey A. Fessler, Simon P. Levine 129

9 Probabilistically Modeling and Decoding Neural Population Activity in Motor Cortex / Michael J. Black, John P. Donoghue 147

10 The Importance of Online Error Correction and Feed-Forward Adjustments in Brain-Machine Interfaces for Restoration of Movement / Dawn M. Taylor 161

11 Advances in Cognitive Neural Prosthesis: Recognition of Neural Data with an Information-Theoretic Objective / Zoran Nenadic, Daniel S. Rizzuto, Richard A. Andersen, Joel W. Burdick 175

12 A Temporal Kernel-Based Model for Tracking Hand Movements from Neural Activities / Lavi Shpigelman, Koby Crammer, Rony Paz, Eilon Vaadia, Yoram Singer 191

III BCI Techniques 203

13 General Signal Processing and Machine Learning Tools for BCI Analysis / Guido Dornhege, Matthias Krauledat, Klaus-Robert Midler, Benjamin Blankertz 207

14 Classifying Event-Related Desynchronization in EEC, ECoG, and MEG Signals / N. Jeremy Hill, Thomas Navin Lal, Michael Tangermann, Thilo Hinterberger, Guido Widman, Christian E. Elger, Bernhard Scholkopf, Niels Birhaumer 235

15 Classification of Time-Embedded EEG Using Short-Time Principal Component Analysis / Charles W. Anderson, Michael J. Kirby, Douglas R. Hundley, James N. Knight 261

16 Noninvasive Estimates of Local Field Potentials for Brain-Computer Interfaces / Rolando Grave de Peralta Menendez, Sara Gonzalez Andino, Pierre W. Ferrez, Jose del R. Millan 279

17 Error-Related EEG Potentials in Brain-Computer Interfaces / Pierre W. Ferrez, Jose del R. Millan 291

18 Adaptation in Brain-Computer Interfaces / Jose del R. Millan, Anna Buttfield, Carmen Vidaurre, Matthias Krauledat, Alois Schlogl, Pradeep Shenoy, Benjamin Blankertz, Rajesh P. N. Rao, Rafael Cabeza, Gert Pfurtscheller, Klaus-Robert Muller 303

19 Evaluation Criteria for BCI Research / Alois Schlogl, Julien Kronegg, Jane E. Huggins, Steve G. Mason 327

IV BCI Software 343

20 BioSig: An Open-Source Software Library for BCI Research / Alois Schlogl, Clemens Brunner, Reinhold Scherer, Andreas Glatz 347

21 BCI2000: A General-Purpose Software Platform for BCI / Jurgen Mellinger, Gerwin Schalk 359

V Applications 369

22 Brain-Computer Interfaces for Communication and Motor Control-Perspectives on Clinical Applications / Andrea Kubler, Femke Nijboer, Niels Birbaumer 373

23 Combining BCI and Virtual Reality: Scouting Virtual Worlds / Robert Leeb, Reinhold Scherer, Doron Friedman, Felix Y. Lee, Claudia Keinrath, Horst Bischof, Mel Slater, Gert Pfurtscheller 393

24 Improving Human Performance in a Real Operating Environment through Real-Time Mental Workload Detection / Jens Kohlmorgen, Guido Dornhege, Mikio L. Braun, Benjamin Blankertz, Klaus-Robert Muller, Gabriel Curio, Konrad Hagemann, Andreas Bruns, Michael Schrauf, Wilhelm E. Kincses 409

25 Single-Trial Analysis of EEG during Rapid Visual Discrimination: Enabling Cortically Coupled Computer Vision / Paul Sajda, Adam D. Gerson, Marios G. Philiastides, Lucas C. Parra 423.

Notes:

"A Bradford book."

Includes bibliographical references (pages 441-490) and index.

Description based on print version record.

Other Format:

Print version: Toward brain-computer interfacing.

ISBN:

9780262256049

0262256045

Access Restriction:

Restricted for use by site license.