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== BBCI - Skills == = BBCI - Skills =
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=== Literature === == Literature ==
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   * Pfurtscheller G, Lopes da Silva FH. Event-related EEG/MEG synchronization and desynchronization: basic principles. Clin Neurophysiol, 110(11):1842-1857, Nov 1999. [[http://ml.cs.tu-berlin.de/bbci/papers/PfuSil99.pdf|pdf]].    * Pfurtscheller G, Lopes da Silva FH. Event-related EEG/MEG synchronization and desynchronization: basic principles. Clin Neurophysiol, 110(11):1842-1857, Nov 1999 [[http://ml.cs.tu-berlin.de/bbci/papers/PfuSil99.pdf|pdf]].
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'''ERPs''' '''ERPs''' (suggestions for better/other references?)
   * Patel SH, Azzam PN, Characterization of N200 and P300: Selected Studies of the Event-Related Potential. International Journal of Medical Sciences 2(4):147-154, 2005 [[http://ml.cs.tu-berlin.de/~blanker/intern/PatAzz05.pdf|pdf]].
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'''Classification'''
'''Techniques'''
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=== Specific BBCI Research === == Specific BBCI Research ==
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== Analysis Techniques ==
To be added: Links to certain 'case analyses' of the toolbox documentation (which does not exist yet).

BBCI - Skills

IN CONSTRUCTION

Here we list references that each member of the BBCI should know, and skills that everybody should have.

Literature

BCI Overview

  • Kübler A, Müller KR, An introducton to brain computer interfacing, in Toward Brain-Computer Interfacing, MIT press, 2007 pdf.

  • Wolpaw JR, Birbaumer N, McFarland DJ, Pfurtscheller G, Vaughan TM. Brain-computer interfaces for communication and control. Clin. Neurophysiol., 113:767-791, 2002. pdf.

ERD/ERS

  • Pfurtscheller G, Lopes da Silva FH. Event-related EEG/MEG synchronization and desynchronization: basic principles. Clin Neurophysiol, 110(11):1842-1857, Nov 1999 pdf.

ERPs (suggestions for better/other references?)

  • Patel SH, Azzam PN, Characterization of N200 and P300: Selected Studies of the Event-Related Potential. International Journal of Medical Sciences 2(4):147-154, 2005 pdf.

Techniques

  • Blankertz B, Tomioka R, Lemm S, Kawanabe M, Müller KR. Optimizing spatial filters for robust EEG single-trial analysis. IEEE Signal Proc Magazine, 25(1):41-56, 2008. pdf

  • Blankertz B, Lemm S, Treder MS, Haufe S, Müller KR, Single-trial analysis and classification of ERP components - a tutorial, NeuroImage, 2010 (in press). pdf

  • Parra LC, Spence CD, Gerson AD, Sajda P. Recipes for the linear analysis of EEG. NeuroImage, 28(2):326-341, 2005. pdf

  • Parra LC, Christoforou C, Gerson AD, Dyrholm M, Luo A, Wagner M, Philastides M, Sajda P. Spatiotemporal Linear Decoding of Brain State. IEEE Signal Proc Magazine, 25(1): 107-115, 2008. pdf

Specific BBCI Research

Approach of Co-adaptive Calibration

  • Vidaurre C, Sannelli C, Müller KR, Blankertz B, Machine-Learning Based Co-adaptive Calibration, Neural Comput, in press pdf.

Spatial Auditory Speller

  • Schreuder M, Blankertz B, Tangermann M, A New Auditory Multi-class Brain-Computer Interface Paradigm: Spatial Hearing as an Informative Cue, PLoS ONE, 5(4):e9813, 2010 link.

Matrix Speller and the Role of Eye Gaze

  • Treder MS, Blankertz B, (C)overt attention and visual speller design in an ERP-based brain-computer interface, Behav Brain Funct, 6:28, 2010 link.

Visual ERP-Speller Independent from Gaze

  • Treder MS, Schmidt NM, Blankertz B, Gaze-independent high-accuracy brain-computer interfaces based on covert attention and feature attention, In Preparation.

Analysis Techniques

To be added: Links to certain 'case analyses' of the toolbox documentation (which does not exist yet).

IDA Wiki: IDA/BerlinBCI/BBCISkills (last edited 2013-08-12 20:14:13 by BenjaminBlankertz)