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).