Brainâ€“Computer Interfaces - Index of

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Contents Brain–Computer Interfaces: A Gentle Introduction ........... 1 Bernhard Graimann, Brendan Allison, and Gert Pfurtscheller Brain Signals for Brain–Computer Interfaces ............... Jonathan R. Wolpaw and Chadwick B. Boulay 29 Dynamics of Sensorimotor Oscillations in a Motor Task ......... Gert Pfurtscheller and Christa Neuper 47 Neurofeedback Training for BCI Control ................. Christa Neuper and Gert Pfurtscheller 65 The Graz Brain-Computer Interface .................... Gert Pfurtscheller, Clemens Brunner, Robert Leeb, Reinhold Scherer, Gernot R. Müller-Putz and Christa Neuper BCIs in the Laboratory and at Home: The Wadsworth 79 Research Program .............................. Eric W. Sellers, Dennis J. McFarland, Theresa M. Vaughan, and Jonathan R.Wolpaw Detecting Mental States by Machine Learning Techniques: The 97 Berlin Brain–Computer Interface ..................... 113 Benjamin Blankertz, Michael Tangermann, Carmen Vidaurre, Thorsten Dickhaus, Claudia Sannelli, Florin Popescu, Siamac Fazli, Márton Danóczy, Gabriel Curio, and Klaus-Robert Müller Practical Designs of Brain–Computer Interfaces Based on the Modulation of EEG Rhythms ........................ Yijun Wang, Xiaorong Gao, Bo Hong, and Shangkai Gao 137 Brain–Computer Interface in Neurorehabilitation ............ Niels Birbaumer and Paul Sauseng 155 Non Invasive BCIs for Neuroprostheses Control of the Paralysed Hand Gernot R. Müller-Putz, Reinhold Scherer, Gert Pfurtscheller, and Rüdiger Rupp 171 vii
viii Contents Brain–Computer Interfaces for Communication and Control in Locked-in Patients ............................ 185 Femke Nijboer and Ursula Broermann Intracortical BCIs: A Brief History of Neural Timing Dawn M. Taylor and Michael E. Stetner .......... 203 BCIs Based on Signals from Between the Brain and Skull ........ Jane E. Huggins A Simple, Spectral-Change Based, Electrocorticographic 221 Brain–Computer Interface ......................... 241 Kai J. Miller and Jeffrey G. Ojemann Using BCI2000 in BCI Research ...................... Jürgen Mellinger and Gerwin Schalk 259 The First Commercial Brain–Computer Interface Environment Christoph Guger and Günter Edlinger .... 281 Digital Signal Processing and Machine Learning ............. Yuanqing Li, Kai Keng Ang, and Cuntai Guan 305 Adaptive Methods in BCI Research - An Introductory Tutorial ..... Alois Schlögl, Carmen Vidaurre, and Klaus-Robert Müller 331 Toward Ubiquitous BCIs Brendan Z. Allison .......................... 357 Index ..................................... 389
Page 2 and 3: THE FRONTIERS COLLECTION
Page 4 and 5: Bernhard Graimann · Brendan Alliso
Page 6 and 7: Preface It’s an exciting time to
Page 10 and 11: Contributors Brendan Allison Instit
Page 12 and 13: Contributors xi Femke Nijboer Insti
Page 14 and 15: List of Abbreviations ADHD Attentio
Page 16 and 17: Brain-Computer Interfaces: A Gentle
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44 J.R. Wolpaw and C.B. Boulay 72.
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46 J.R. Wolpaw and C.B. Boulay 117.
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80 G. Pfurtscheller et al. mode, th
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82 G. Pfurtscheller et al. Therefor
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84 G. Pfurtscheller et al. A B C 1
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86 G. Pfurtscheller et al. filters
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88 G. Pfurtscheller et al. differen
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90 G. Pfurtscheller et al. In this
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92 G. Pfurtscheller et al. Fig. 8 P
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94 G. Pfurtscheller et al. 10. D. F
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96 G. Pfurtscheller et al. 51. G. P
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98 E.W. Sellers et al. Fig. 1 Three
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100 E.W. Sellers et al. Fig. 3 Two-
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102 E.W. Sellers et al. Fig. 5 Comp
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104 E.W. Sellers et al. Fig. 7 Mont
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106 E.W. Sellers et al. fixation wa
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108 E.W. Sellers et al. 5 SMR-Based
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110 E.W. Sellers et al. 22. D.J Kru
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Detecting Mental States by Machine
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138 Y. Wang et al. which has been e
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140 Y. Wang et al. After many studi
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142 Y. Wang et al. Left Hand Right
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144 Y. Wang et al. 0-degree 60-degr
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146 Y. Wang et al. 3.1.2 Stimulatio
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148 Y. Wang et al. Foot 1 0.5 Left
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150 Y. Wang et al. be summarized as
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152 Y. Wang et al. Fig. 10 A player
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154 Y. Wang et al. 22. Y. Wang, R.
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156 N. Birbaumer and P. Sauseng C A
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158 N. Birbaumer and P. Sauseng 3 B
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160 N. Birbaumer and P. Sauseng pat
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162 N. Birbaumer and P. Sauseng Fig
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164 N. Birbaumer and P. Sauseng of
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166 N. Birbaumer and P. Sauseng Neu
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168 N. Birbaumer and P. Sauseng 8.
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Non Invasive BCIs for Neuroprosthes
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Brain-Computer Interfaces for Commu
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BCIs Based on Signals from Between
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242 K.J. Miller and J.G. Ojemann 2
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260 J. Mellinger and G. Schalk mapp
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262 J. Mellinger and G. Schalk 2 BC
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264 J. Mellinger and G. Schalk Fig.
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266 J. Mellinger and G. Schalk Filt
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268 J. Mellinger and G. Schalk proc
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270 J. Mellinger and G. Schalk exis
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272 J. Mellinger and G. Schalk reco
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274 J. Mellinger and G. Schalk Fig.
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278 J. Mellinger and G. Schalk 5. A
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The First Commercial Brain-Computer
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306 Y. Li et al. Fig. 1 Basic desig
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308 Y. Li et al. Fig. 2 A linear tr
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310 Y. Li et al. The large Laplacia
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312 Y. Li et al. components is larg
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314 Y. Li et al. P300-based, and ER
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316 Y. Li et al. 3.3.2 Autoregressi
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318 Y. Li et al. selection as follo
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320 Y. Li et al. 5.1.2 Support Vect
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322 Y. Li et al. is small and the n
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324 Y. Li et al. (ROC) analysis app
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326 Y. Li et al. Fig. 10 The stimul
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328 Y. Li et al. 6. M. Cheng, X. Ga
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330 Y. Li et al. 46. K. Crammer and
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332 A. Schlögl et al. Fig. 1 Schem
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334 A. Schlögl et al. For the rect
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336 A. Schlögl et al. whereby T in
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338 A. Schlögl et al. Fig. 2 State
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340 A. Schlögl et al. yk = a1 · y
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342 A. Schlögl et al. d{i}(x) = ((
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344 A. Schlögl et al. Accordingly,
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346 A. Schlögl et al. not exceed a
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348 A. Schlögl et al. Error [%] RL
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350 A. Schlögl et al. Table 3 Aver
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352 A. Schlögl et al. The extended
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354 A. Schlögl et al. 24. N.G. Pfu
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Toward Ubiquitous BCIs Brendan Z. A
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Toward Ubiquitous BCIs 359 BCI Chal
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Toward Ubiquitous BCIs 361 communic
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Toward Ubiquitous BCIs 363 facial m
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Toward Ubiquitous BCIs 365 The best
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Toward Ubiquitous BCIs 367 Across a
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Toward Ubiquitous BCIs 369 the ques
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Toward Ubiquitous BCIs 371 controll
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Toward Ubiquitous BCIs 373 controls
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Toward Ubiquitous BCIs 375 hair in
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Toward Ubiquitous BCIs 377 Table 1
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Toward Ubiquitous BCIs 379 conversa
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Toward Ubiquitous BCIs 381 may down
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Toward Ubiquitous BCIs 383 physicis
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Toward Ubiquitous BCIs 385 31. F.H.
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Toward Ubiquitous BCIs 387 67. G. S
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390 Index 65, 157, 163, 217, 221-23
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392 Index 208, 236, 243, 245, 260-2
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