Publications of the BBCI group

Note that the PDFs available on this web page are the authors draft versions of the respective papers. The authoratative versions must be retrieved from the publisher. The title of a paper has a link to the official version (if known).

[ BBCI home | IDA pubs | 2010 | 2009 | 2008 | 2007 | 2006 | 2005 | 2004 | 2003 and before ]

• Benjamin Blankertz, Steven Lemm, Matthias Sebastian Treder, Stefan Haufe, and Klaus-Robert Müller. Single-trial analysis and classification of ERP components -- a tutorial. Neuroimage, 2010. in press. [pdf]
• Benjamin Blankertz, Claudia Sannelli, Sebastian Halder, Eva M. Hammer, Andrea Kübler, Klaus-Robert Müller, Gabriel Curio, and Thorsten Dickhaus. Neurophysiological predictor of SMR-based BCI performance. Neuroimage, 51(4):1303-1309, 2010.
• Stefan Haufe, Ryota Tomioka, Guido Nolte, Klaus-Robert Müller, and Motoaki Kawanabe. Modeling sparse connectivity between underlying brain sources for EEG/MEG. IEEE Trans Biomed Eng, 2010. In Press.
• Claudia Sannelli, Thorsten Dickhaus, Sebastian Halder, Eva Maria Hammer, Klaus-Robert Müller, and Benjamin Blankertz. On optimal channel configurations for SMR-based brain-computer interfaces. Brain Topography, February 2010. [pdf]
• Martijn Schreuder, Benjamin Blankertz, and Michael Tangermann. A new auditory multi-class brain-computer interface paradigm: Spatial hearing as an informative cue. PLoS ONE, 5(4):e9813, 2010.
• R. Tomioka and K. R. Müller. A regularized discriminative framework for EEG based communication. Neuroimage, 49:415-432, 2010.
• Matthias Sebastian Treder and Benjamin Blankertz. (C)overt attention and visual speller design in an ERP-based brain-computer interface. Behavioral & Brain Functions, 6:28, May 2010.
• Carmen Vidaurre and Benjamin Blankertz. Towards a cure for BCI illiteracy. Brain Topography, 23:194-198, 2010. Open Access. [pdf]

• Benjamin Blankertz and Carmen Vidaurre. Towards a cure for BCI illiteracy: Machine-learning based co-adaptive learning. BMC Neuroscience 2009, 10:(Suppl 1):P85, 2009. [pdf]
• Benjamin Blankertz, Klaus-Robert Müller, and Gabriel Curio. Neuronal correlates of emotions in human-machine interaction. BMC Neuroscience 2009, 10:(Suppl 1):P80, 2009. [pdf]
• Benjamin Blankertz, Claudia Sannelli, Sebastian Halder, Eva-Maria Hammer, Andrea Kübler, Klaus-Robert Müller, Gabriel Curio, and Thorsten Dickhaus. Predicting BCI performance to study BCI illiteracy. In 7th NFSI & ICBEM 2009, 2009. [pdf]
• Benjamin Blankertz, Michael Tangermann, Carmen Vidaurre, Thorsten Dickhaus, Claudia Sannelli, Florin Popescu, Siamac Fazli, Márton Danóczy, Gabriel Curio, and Klaus-Robert Müller. Detecting mental states by machine learning techniques: The Berlin Brain-Computer Interface. In Brendan Allison, Bernhard Graimann, and Gert Pfurtscheller, editors, Non-Invasive and Invasive Brain-Computer Interfaces. Springer, The Frontiers Collection, 2009. in press.
• Jan Conradi, Benjamin Blankertz, Michael Tangermann, Volker Kunzmann, and Gabriel Curio. Brain-computer interfacing in tetraplegic patients with high spinal cord injury. Int J Bioelectromagnetism, 11(2):65-68, 2009. [pdf]
• Thorsten Dickhaus, Claudia Sannelli, Klaus-Robert Müller, Gabriel Curio, and Benjamin Blankertz. Predicting BCI performance to study BCI illiteracy. BMC Neuroscience 2009, 10:(Suppl 1):P84, 2009. [pdf]
• Piotr Durka, Marcin Roszkowski, Jaroslav Zygierewicz, Stefan Haufe, Guido Nolte, and Piotr Zwolinski. An open database of eeg data from child epilepsy with postoperational foci localization at eeg.pl/epi. Frontiers in Neuroscience, 2009. Conference Abstract: 2nd INCF Congress of Neuroinformatics.
• S. Fazli, F. Popescu, M. Danóczy, B. Blankertz, K.-R. Müller, and C. Grozea. Subject-independent mental state classification in single trials. Neural Networks, Jun 2009.
• Siamac Fazli, Cristian Grozea, Márton Danóczy, Benjamin Blankertz, Florin Popescu, and Klaus-Robert Müller. Subject independent EEG-based BCI decoding. In Y. Bengio, D. Schuurmans, J. Lafferty, C. K. I. Williams, and A. Culotta, editors, Advances in Neural Information Processing Systems 22, pages 513-521. 2009.
• Stefan Haufe, Vadim V. Nikulin, Andreas Ziehe, Klaus-Robert Müller, and Guido Nolte. Estimating vector fields using sparse basis field expansions. In D. Koller, D. Schuurmans, Y. Bengio, and L. Bottou, editors, Advances in Neural Information Processing Systems 21, pages 617-624. MIT Press, Cambridge, MA, 2009. [pdf]
• Motoaki Kawanabe and Carmen Vidaurre. Improving bci performance by modified common spatial patterns with robustly averaged covariance matrices. In WC2009, pages 279-282, 2009.
• Motoaki Kawanabe, Carmen Vidaurre, Benjamin Blankertz, and Klaus-Robert Müller. A maxmin approach to optimize spatial filters for EEG single-trial classification. In Proceedings of IWANN 09, Part I, LNCS, pages 674-682, 2009. [pdf]
• Motoaki Kawanabe, Carmen Vidaurre, Simon Schoeller, Benjamin Blankertz, and Klaus-Robert Mueller. Robust common spatial filters with a maxmin approach. In EMBS-Conference, pages 2470-2473, 2009.
• Steven Lemm, Klaus-Robert Müller, and Gabriel Curio. A generalized framework for quantifying the dynamics of EEG event-related desynchronization. PLoS Comput Biol, 5(8):e1000453, 08 2009.
• Lenny Ramsey, Michael Tangermann, Stefan Haufe, and Benjamin Blankertz. Practicing fast-decision BCI using a ``goalkeeper'' paradigm. BMC Neuroscience 2009, 10:(Suppl 1):P69, 2009. [pdf]
• Claudia Sannelli, Mikio Braun, and Klaus-Robert Müller. Improving bci performance by task-related trial pruning. Neural Networks, 22:1295-1304, 2009.
• Alois Schlögl, Carmen Vidaurre, and Klaus-Robert Müller. Adaptive methods in BCI research -- an introductory tutorial. In Brendan Allison, Bernhard Graimann, and Gert Pfurtscheller, editors, The Frontiers Collection. Springer, 2009. in press.
• Martijn Schreuder, Michael Tangermann, and Benjamin Blankertz. Initial results of a high-speed spatial auditory BCI. Int J Bioelectromagnetism, 11(2):105-109, 2009. [pdf]
• Ruth Schubert, Stefan Haufe, Felix Blankenburg, Arno Villringer, and Gabriel Curio. Now you'll feel it - now you won't: EEG rhythms predict the effectiveness of perceptual masking. J Cogn Neurosci, 21(12):2407-2419, Dec. 2009.
• Michael Tangermann, Matthias Krauledat, Konrad Grzeska, Max Sagebaum, Benjamin Blankertz, Carmen Vidaurre, and Klaus-Robert Müller. Playing pinball with non-invasive BCI. In Advances in Neural Information Processing Systems 21, pages 1641-1648. MIT Press, Cambridge, MA, 2009.
• Michael Tangermann, Irene Winkler, Stefan Haufe, and Benjamin Blankertz. Classification of artifactual ICA components. Int J Bioelectromagnetism, 11(2):110-114, 2009. [pdf]
• Carmen Vidaurre, Nicole Krämer, Benjamin Blankertz, and Alois Schlögl. Time domain parameters as a feature for eeg-based brain computer interfaces. Neural Networks, 22:1313-1319, 2009.
• J. Williamson, R. Murray-Smith, B. Blankertz, M. Krauledat, and K.-R. Müller. Designing for uncertain, asymmetric control: Interaction design for brain-computer interfaces. International Journal of Human-Computer Studies, 67(10):827-841, 2009.

• Benjamin Blankertz. BCI Competition IV (web page), 2008.
• Benjamin Blankertz, Motoaki Kawanabe, Ryota Tomioka, Friederike Hohlefeld, Vadim Nikulin, and Klaus-Robert Müller. Invariant common spatial patterns: Alleviating nonstationarities in brain-computer interfacing. In J.C. Platt, D. Koller, Y. Singer, and S. Roweis, editors, Advances in Neural Information Processing Systems 20, pages 113-120. MIT Press, Cambridge, MA, 2008. [pdf]
• Benjamin Blankertz, Florian Losch, Matthias Krauledat, Guido Dornhege, Gabriel Curio, and Klaus-Robert Müller. The Berlin Brain-Computer Interface: Accurate performance from first-session in BCI-naive subjects. IEEE Trans Biomed Eng, 55(10):2452-2462, 2008. [pdf]
• Benjamin Blankertz, Michael Tangermann, Florin Popescu, Matthias Krauledat, Siamac Fazli, Márton Danóczy, Gabriel Curio, and Klaus-Robert Müller. The Berlin Brain-Computer Interface. In Jacek M. Zurada, Gary G. Yen, and Jun Wang, editors, WCCI 2008 Plenary/Invited Lectures, volume 5050 of LNCS, pages 79-101. Springer, Berlin Heidelberg, 2008.
• Benjamin Blankertz, Ryota Tomioka, Steven Lemm, Motoaki Kawanabe, and Klaus-Robert Müller. Optimizing spatial filters for robust EEG single-trial analysis. IEEE Signal Process Mag, 25(1):41-56, January 2008. [pdf]
• Siamac Fazli, Márton Danóczy, Motoaki Kawanabe, and Florin Popescu. Asynchronous, adaptive BCI using movement imagination training and rest-state inference. In IASTED's Proceedings on Artificial Intelligence and Applications 2008, pages 85-90, 2008.
• Siamac Fazli, Cristian Grozea, Márton Danóczy, Benjamin Blankertz, Klaus-Robert Müller, and Florin Popescu. Ensembles of temporal filters enhance classification performance for ERD-based BCI systems. In Proceedings of the 4th International Brain-Computer Interface Workshop and Training Course 2008. Verlag der Technischen Universität Graz, 2008. to appear. [pdf]
• Stefan Haufe, Vadim V. Nikulin, Andreas Ziehe, Klaus-Robert Müller, and Guido Nolte. Combining sparsity and rotational invariance in EEG/MEG source reconstruction. Neuroimage, 42(2):726-738, Aug 2008. [pdf]
• Stefan Haufe, Vadim V. Nikulin, Andreas Ziehe, Klaus-Robert Müller, and Guido Nolte. Focal and rotationally invariant source reconstruction for EEG/MEG. In Proceedings of Biosignalverarbeitung, 2008. [pdf]
• Matthias Krauledat. Analysis of Nonstationarities in EEG signals for improving Brain-Computer Interface performance. PhD thesis, Technische Universität Berlin, Fakultät IV -- Elektrotechnik und Informatik, 2008. [pdf]
• Matthias Krauledat, Michael Tangermann, Benjamin Blankertz, and Klaus-Robert Müller. Towards zero training for brain-computer interfacing. PLoS ONE, 3(8):e2967, Aug 2008. [pdf]
• Klaus-Robert Müller, Michael Tangermann, Guido Dornhege, Matthias Krauledat, Gabriel Curio, and Benjamin Blankertz. Machine learning for real-time single-trial EEG-analysis: From brain-computer interfacing to mental state monitoring. J Neurosci Methods, 167(1):82-90, 2008. [pdf]
• Anton Nijholt, Desnay Tan, Gert Pfurtscheller, Clemens Brunner, José Millán, Brendan Allison, Bernhard Grainmann, Florin Popescu, Benjamin Blankertz, and Klaus-Robert Müller. Brain-computer interfacing for intelligent systems. IEEE Intelligent Systems, 23(3):72-79, 2008. [pdf]
• Vadim V. Nikulin, Friederike U. Hohlefeld, Arthur M. Jacobs, and Gabriel Curio. Quasi-movements: A novel motor-cognitive phenomenon. Neuropsychologia, 46(2):727-742, 2008. [pdf]
• Claudia Sannelli, Mikio Braun, Michael Tangermann, and Klaus-Robert Müller. Estimating noise and dimensionality in bci data sets: Towards bci illiteracy comprehension. In Proceedings of the 4th International Brain-Computer Interface Workshop and Training Course 2008, pages 26-31. Verlag der Technischen Universität Graz, 2008. [pdf]
• Ryota Tomioka and Stefan Haufe. Combined classification and channel/basis selection with L1-L2 regularization with application to p300 speller system. In Proceedings of the 4th International Brain-Computer Interface Workshop and Training Course 2008, pages 232-237. Verlag der Technischen Universität Graz, 2008. [pdf]
• Bastian Venthur and Benjamin Blankertz. A platform-independent open-source feedback framework for BCI systems. In Proceedings of the 4th International Brain-Computer Interface Workshop and Training Course 2008, pages 385-389. Verlag der Technischen Universität Graz, 2008. [pdf]
• Carmen Vidaurre and Alois Schlögl. Comparison of adaptive features with liner discriminant classifier for Brain Computer Interfaces. In Proceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society 2008, pages 173-176, 2008.
• Carmen Vidaurre, Alois Schlögl, Benjamin Blankertz, Motoaki Kawanabe, and Klaus-Robert Müller. Unsupervised adaptation of the LDA classifier for Brain-Computer Interfaces. In Proceedings of the 4th International Brain-Computer Interface Workshop and Training Course 2008, pages 122-127. Verlag der Technischen Universität Graz, 2008. [pdf]

• Benjamin Blankertz, Guido Dornhege, Matthias Krauledat, Volker Kunzmann, Florian Losch, Gabriel Curio, and Klaus-Robert Müller. The berlin brain-computer interface: Machine-learning based detection of user specific brain states. In Guido Dornhege, Jose del R. Millán, Thilo Hinterberger, Dennis McFarland, and Klaus-Robert Müller, editors, Toward Brain-Computer Interfacing, pages 85-101. MIT press, Cambridge, MA, 2007.
• Benjamin Blankertz, Guido Dornhege, Matthias Krauledat, Klaus-Robert Müller, and Gabriel Curio. The non-invasive Berlin Brain-Computer Interface: Fast acquisition of effective performance in untrained subjects. Neuroimage, 37(2):539-550, 2007. [pdf]
• Benjamin Blankertz, Matthias Krauledat, Guido Dornhege, John Williamson, Roderick Murray-Smith, and Klaus-Robert Müller. A note on brain actuated spelling with the Berlin Brain-Computer Interface. In C. Stephanidis, editor, Universal Access in HCI, Part II, HCII 2007, volume 4555 of LNCS, pages 759-768, Berlin Heidelberg, 2007. Springer. [pdf]
• Guido Dornhege, José del R. Millán, Thilo Hinterberger, Dennis McFarland, and Klaus-Robert Müller, editors. Toward Brain-Computer Interfacing. MIT Press, Cambridge, MA, 2007.
• Guido Dornhege, Matthias Krauledat, Klaus-Robert Müller, and Benjamin Blankertz. General signal processing and machine learning tools for BCI. In Guido Dornhege, José del R. Millán, Thilo Hinterberger, Dennis McFarland, and Klaus-Robert Müller, editors, Toward Brain-Computer Interfacing, pages 207-233. MIT Press, Cambridge, MA, 2007.
• Jens Kohlmorgen, Guido Dornhege, Mikio Braun, Benjamin Blankertz, Klaus-Robert Müller, Gabriel Curio, Konrad Hagemann, Andreas Bruns, Michael Schrauf, and Wilhelm Kincses. Improving human performance in a real operating environment through real-time mental workload detection. In Guido Dornhege, Jose del R. Millán, Thilo Hinterberger, Dennis McFarland, and Klaus-Robert Müller, editors, Toward Brain-Computer Interfacing, pages 409-422. MIT press, Cambridge, MA, 2007. [pdf]
• Matthias Krauledat, Guido Dornhege, Benjamin Blankertz, and Klaus-Robert Müller. Robustifying EEG data analysis by removing outliers. Chaos and Complexity Letters, 2(3):259-274, 2007. [pdf]
• Matthias Krauledat, Michael Schröder, Benjamin Blankertz, and Klaus-Robert Müller. Reducing calibration time for brain-computer interfaces: A clustering approach. In B. Schölkopf, J. Platt, and T. Hoffman, editors, Advances in Neural Information Processing Systems 19, pages 753-760, Cambridge, MA, 2007. MIT Press. [pdf]
• Matthias Krauledat, Pradeep Shenoy, Benjamin Blankertz, Rajesh P. N. Rao, and Klaus-Robert Müller. Adaptation in CSP-based BCI systems. In Guido Dornhege, Jose del R. Millán, Thilo Hinterberger, Dennis McFarland, and Klaus-Robert Müller, editors, Toward Brain-Computer Interfacing, pages 305-309. MIT Press, Cambridge, MA, 2007.
• Roman Krepki, Benjamin Blankertz, Gabriel Curio, and Klaus-Robert Müller. The Berlin Brain-Computer Interface (BBCI): towards a new communication channel for online control in gaming applications. Journal of Multimedia Tools and Applications, 33(1):73-90, 2007. [pdf]
• Roman Krepki, Gabriel Curio, Benjamin Blankertz, and Klaus-Robert Müller. Berlin brain-computer interface - the hci communication channel for discovery. Int J Hum Comp Studies, 65:460-477, 2007. Special Issue on Ambient Intelligence. [pdf]
• Andrea Kübler and Klaus-Robert Müller. An introducton to brain computer interfacing. In Guido Dornhege, Jose del R. Millán, Thilo Hinterberger, Dennis McFarland, and Klaus-Robert Müller, editors, Toward Brain-Computer Interfacing, pages 1-25. MIT press, Cambridge, MA, 2007.
• Steven Lemm. Analyses of single trial encephalogram data. PhD thesis, Technical University of Berlin, Department of Computer Science, Berlin, Germany, December 2007. [pdf]
• Steven Lemm, Christin Schäfer, and Gabriel Curio. Aggregating classification accuracy across time: Application to single trial EEG. In Advances in Neural Inf. Proc. Systems (NIPS 06), volume 19, pages 825-832. MIT press, 2007. [pdf]
• Klaus-Robert Müller, Matthias Krauledat, Guido Dornhege, Gabriel Curio, and Benjamin Blankertz. Machine learning and applications for brain-computer interfacing. In M. J. Smith and G. Salvendy, editors, Human Interface, Part I, HCII 2007, volume 4557 of LNCS, pages 705-714, Berlin Heidelberg, 2007. Springer. in press. [ps]
• Florin Popescu, Siamac Fazli, Yakob Badower, Benjamin Blankertz, and Klaus-R. Müller. Single trial classification of motor imagination using 6 dry EEG electrodes. PLoS ONE, 2(7), 2007. [pdf]
• Masashi Sugiyama, Matthias Krauledat, and Klaus-Robert Müller. Covariate shift adaptation by importance weighted cross validation. Journal of Machine Learning Research, 8:1027-1061, 2007. [pdf]
• Ryota Tomioka and Kazuyuki Aihara. Classifying Matrices with a Spectral Regularization. In ICML '07: Proceedings of the 24th international conference on Machine learning, pages 895-902. ACM Press, 2007. [pdf]
• Ryota Tomioka, Kazuyuki Aihara, and Klaus-Robert Müller. Logistic regression for single trial EEG classification. In B. Schölkopf, J. Platt, and T. Hoffman, editors, Advances in Neural Information Processing Systems 19, pages 1377-1384. MIT Press, Cambridge, MA, 2007. [pdf]

• Benjamin Blankertz, Guido Dornhege, Matthias Krauledat, Klaus-Robert Müller, Volker Kunzmann, Florian Losch, and Gabriel Curio. The Berlin Brain-Computer Interface: EEG-based communication without subject training. IEEE Trans Neural Syst Rehabil Eng, 14(2):147-152, 2006. [pdf]
• Benjamin Blankertz, Guido Dornhege, Matthias Krauledat, Michael Schröder, John Williamson, Roderick Murray-Smith, and Klaus-Robert Müller. The Berlin Brain-Computer Interface presents the novel mental typewriter Hex-o-Spell. In Proceedings of the 3rd International Brain-Computer Interface Workshop and Training Course 2006, pages 108-109. Verlag der Technischen Universität Graz, 2006. [pdf]
• Benjamin Blankertz, Guido Dornhege, Steven Lemm, Matthias Krauledat, Gabriel Curio, and Klaus-Robert Müller. The Berlin Brain-Computer Interface: Machine learning based detection of user specific brain states. J Universal Computer Sci, 12(6):581-607, 2006. [ps] [pdf]
• Benjamin Blankertz, Klaus-Robert Müller, Dean Krusienski, Gerwin Schalk, Jonathan R. Wolpaw, Alois Schlögl, Gert Pfurtscheller, José del R. Millán, Michael Schröder, and Niels Birbaumer. The BCI competition III: Validating alternative approachs to actual BCI problems. IEEE Trans Neural Syst Rehabil Eng, 14(2):153-159, 2006. [pdf]
• Wenke Burde and Benjamin Blankertz. Is the locus of control of reinforcement a predictor of brain-computer interface performance? In Proceedings of the 3rd International Brain-Computer Interface Workshop and Training Course 2006, pages 76-77. Verlag der Technischen Universität Graz, 2006. [pdf]
• Guido Dornhege. Increasing Information Transfer Rates for Brain-Computer Interfacing. PhD thesis, University of Potsdam, 2006. [pdf]
• Guido Dornhege, Benjamin Blankertz, Matthias Krauledat, Florian Losch, Gabriel Curio, and Klaus-Robert Müller. Combined optimization of spatial and temporal filters for improving brain-computer interfacing. IEEE Trans Biomed Eng, 53(11):2274-2281, 2006. [pdf]
• Guido Dornhege, Benjamin Blankertz, Matthias Krauledat, Florian Losch, Gabriel Curio, and Klaus-Robert Müller. Optimizing spatio-temporal filters for improving brain-computer interfacing. In Advances in Neural Inf. Proc. Systems (NIPS 05), volume 18, pages 315-322, Cambridge, MA, 2006. MIT Press.
• Motoaki Kawanabe, Matthias Krauledat, and Benjamin Blankertz. A bayesian approach for adaptive BCI classification. In Proceedings of the 3rd International Brain-Computer Interface Workshop and Training Course 2006, pages 54-55. Verlag der Technischen Universität Graz, 2006. [pdf]
• Matthias Krauledat, Benjamin Blankertz, Guido Dornhege, Michael Schröder, Gabriel Curio, and Klaus-Robert Müller. On-line differentiation of neuroelectric activities: algorithms and applications. In Proceedings of the 28th Annual International Conference IEEE EMBS on Biomedicine, New York City, 2006. [pdf]
• Matthias Krauledat, Florian Losch, and Gabriel Curio. Brain state differences between calibration and application session influence BCI classification accuracy. In Proceedings of the 3rd International Brain-Computer Interface Workshop and Training Course 2006, pages 60-61. Verlag der Technischen Universität Graz, 2006. [pdf]
• Klaus-Robert Müller and Benjamin Blankertz. Toward noninvasive brain-computer interfaces. IEEE Signal Process Mag, 23(5):125-128, September 2006. [pdf]
• Guido Nolte, Frank C. Meinecke, Andreas Ziehe, and Klaus-Robert Müller. Identifying interactions in mixed and noisy complex systems. Physical Review E, 73:051913, 2006.
• Guido Nolte, Andreas Ziehe, Frank C. Meinecke, and Klaus-Robert Müller. Analyzing coupled brain sources: Distinguishing true from spurious interaction. In Advances in Neural Inf. Proc. Systems (NIPS 05), volume 18, 2006. accepted.
• Florin Popescu, Yakob Badower, Siamac Fazli, Guido Dornhege, and Klaus-Robert Müller. EEG-based control of reaching to visual targets. In Auke Jan Ijspeert, Jonas Buchli, Allen Selverston, Mikhail Rabinovich, Martin Hasler, Wulfram Gerstner, Aude Billard, Henry Markram, and Dario Floreano, editors, Dynamical Principles for neuroscience and intelligent biomimetic devices - Abstracts of the EPFL-LATSIS Symposium 2006, pages 123-124, Lausanne, 2006.
• Ruth Schubert, Felix Blankenburg, Steven Lemm, Arno Villringer, and Gabriel Curio. Now you feel it - now you don't: ERP correlates of somatosensory awareness. 43(1):31-40, Jan. 2006.
• Pradeep Shenoy, Matthias Krauledat, Benjamin Blankertz, Rajesh P. N. Rao, and Klaus-Robert Müller. Towards adaptive classification for BCI. J Neural Eng, 3(1):R13-R23, 2006. [pdf]
• Masashi Sugiyama, Benjamin Blankertz, Matthias Krauledat, Guido Dornhege, and Klaus-Robert Müller. Importance-weighted cross-validation for covariate shift. In Proc. DAGM, LNCS 4174, pages 354-363. Springer-Verlag, 2006. [pdf]
• Ryota Tomioka, Guido Dornhege, Kazuyuki Aihara, and Klaus-Robert Müller. An iterative algorithm for spatio-temporal filter optimization. In Proceedings of the 3rd International Brain-Computer Interface Workshop and Training Course 2006, pages 22-23. Verlag der Technischen Universität Graz, 2006. [pdf]
• Ryota Tomioka, Guido Dornhege, Guido Nolte, Kazuyuki Aihara, and Klaus-Robert Müller. Optimizing spectral filters for single trial EEG classification. In Proc. DAGM, LNCS 4174, pages 414-423. Springer-Verlag, 2006. [pdf]
• Ryota Tomioka, Guido Dornhege, Guido Nolte, Benjamin Blankertz, Kazuyuki Aihara, and Klaus-Robert Müller. Spectrally weighted common spatial pattern algorithm for single trial EEG classification. Technical Report 40, Dept. of Mathematical Engineering, The University of Tokyo, July 2006. [pdf]
• Ryota Tomioka, Jeremy Hill, Benjamin Blankertz, and Kazuyuki Aihara. Adapting spatial filtering methods for nonstationary BCIs. In Proceedings of 2006 Workshop on Information-Based Induction Sciences (IBIS2006), pages 65-70, 2006. [pdf]

• Benjamin Blankertz. BCI Competition III results (web page), 2005.
• Benjamin Blankertz. BCI Competition IV results (web page), 2005.
• Benjamin Blankertz, Guido Dornhege, Matthias Krauledat, Klaus-Robert Müller, and Gabriel Curio. The Berlin Brain-Computer Interface: Report from the feedback sessions. Technical Report 1, Fraunhofer FIRST, 2005. [ps] [pdf]
• Steven Lemm, Benjamin Blankertz, Gabriel Curio, and Klaus-Robert Müller. Spatio-spectral filters for improving classification of single trial EEG. IEEE Trans Biomed Eng, 52(9):1541-1548, 2005. [pdf]
• Christin Schäfer, Steven Lemm, and Gabriel Curio. Binary on-line classification based on temporally integrated information. In Claus Weihs and Wolfgang Gaul, editors, Proceedings of the 28th annual conference of the Gesellschaft für Klassifikation, pages 216-223, 2005.

• Gilles Blanchard and Benjamin Blankertz. BCI competition 2003 -- data set IIa: Spatial patterns of self-controlled brain rhythm modulations. IEEE Trans Biomed Eng, 51(6):1062-1066, 2004. [ps] [pdf]
• Benjamin Blankertz, Klaus-Robert Müller, Gabriel Curio, Theresa M. Vaughan, Gerwin Schalk, Jonathan R. Wolpaw, Alois Schlögl, Christa Neuper, Gert Pfurtscheller, Thilo Hinterberger, Michael Schröder, and Niels Birbaumer. The BCI competition 2003: Progress and perspectives in detection and discrimination of EEG single trials. IEEE Trans Biomed Eng, 51(6):1044-1051, 2004. [ps] [pdf]
• Guido Dornhege, Benjamin Blankertz, Gabriel Curio, and Klaus-Robert Müller. Boosting bit rates in non-invasive EEG single-trial classifications by feature combination and multi-class paradigms. IEEE Trans Biomed Eng, 51(6):993-1002, June 2004. [ps] [pdf]
• Guido Dornhege, Benjamin Blankertz, Gabriel Curio, and Klaus-Robert Müller. Increase information transfer rates in BCI by CSP extension to multi-class. In Sebastian Thrun, Lawrence Saul, and Bernhard Schölkopf, editors, Advances in Neural Information Processing Systems, volume 16, pages 733-740. MIT Press, Cambridge, MA, 2004. [ps] [pdf]
• Thilo Hinterberger, Stefan Schmidt, Nicola Neumann, Jürgen Mellinger, Benjamin Blankertz, Gabriel Curio, and Niels Birbaumer. Brain-computer communication with slow cortical potentials: Methodology and critical aspects. IEEE Trans Biomed Eng, 51(6):1011-1018, 2004. [ps] [pdf]
• Jens Kohlmorgen and Benjamin Blankertz. Bayesian classification of single-trial event-related potentials in EEG. Int J Bif Chaos, 14(2):719-726, 2004. [ps] [pdf]
• Matthias Krauledat, Guido Dornhege, Benjamin Blankertz, Gabriel Curio, and Klaus-Robert Müller. The Berlin brain-computer interface for rapid response. Biomed Tech, 49(1):61-62, 2004. [ps] [pdf]
• Matthias Krauledat, Guido Dornhege, Benjamin Blankertz, Florian Losch, Gabriel Curio, and Klaus-Robert Müller. Improving speed and accuracy of brain-computer interfaces using readiness potential features. In Conf Proc IEEE Eng Med Biol Soc, volume 4, pages 4511-4515, 2004. [ps] [pdf]
• Roman Krepki. Brain-Computer Interfaces: Design and Implementation of an Online BCI System of the Control in Gaming Applications and Virtual Limbs. PhD thesis, Technische Universität Berlin, Fakultät IV -- Elektrotechnik und Informatik, 2004.
• Steven Lemm, Christin Schäfer, and Gabriel Curio. Probabilistic modeling of sensorimotor mu -rhythms for classification of imaginary hand movements. IEEE Trans Biomed Eng, 51(6):1077-1080, 2004. [ps] [pdf]
• Klaus-Robert Müller, Matthias Krauledat, Guido Dornhege, Gabriel Curio, and Benjamin Blankertz. Machine learning techniques for brain-computer interfaces. Biomed Tech, 49(1):11-22, 2004. [ps] [pdf]
• M.A.L. Nicolelis, N. Birbaumer, and K.-R. Müller. Guest editorial: Special issue on brain computer interfaces. IEE Transactions on BioMedical Engineering, 2004.

• Benjamin Blankertz. BCI Competition 2003 (web page), 2003.
• Benjamin Blankertz, Guido Dornhege, Christin Schäfer, Roman Krepki, Jens Kohlmorgen, Klaus-Robert Müller, Volker Kunzmann, Florian Losch, and Gabriel Curio. Boosting bit rates and error detection for the classification of fast-paced motor commands based on single-trial EEG analysis. IEEE Trans Neural Syst Rehabil Eng, 11(2):127-131, 2003. [ps] [pdf]
• Guido Dornhege, Benjamin Blankertz, and Gabriel Curio. Speeding up classification of multi-channel brain-computer interfaces: Common spatial patterns for slow cortical potentials. In Proceedings of the 1st International IEEE EMBS Conference on Neural Engineering. Capri 2003, pages 591-594, 2003. [ps] [pdf]
• Guido Dornhege, Benjamin Blankertz, Gabriel Curio, and Klaus-Robert Müller. Combining features for BCI. In S. Becker, S. Thrun, and K. Obermayer, editors, Advances in Neural Inf. Proc. Systems (NIPS 02), volume 15, pages 1115-1122, 2003. [ps] [pdf]
• Roman Krepki, Benjamin Blankertz, Gabriel Curio, and Klaus-Robert Müller. The Berlin Brain-Computer Interface (BBCI): towards a new communication channel for online control of multimedia applications and computer games. In 9th International Conference on Distributed Multimedia Systems (DMS'03), pages 237-244, 2003. [ps] [pdf]
• Klaus-Robert Müller, Charles W. Anderson, and Gary E. Birch. Linear and non-linear methods for brain-computer interfaces. IEEE Trans Neural Syst Rehabil Eng, 11(2):165-169, 2003. [ps] [pdf]
• Paul Sajda, Adam Gerson, Klaus-Robert Müller, Benjamin Blankertz, and Lucas Parra. A data analysis competition to evaluate machine learning algorithms for use in brain-computer interfaces. IEEE Trans Neural Syst Rehabil Eng, 11(2):184-185, 2003. [ps] [pdf]
• Benjamin Blankertz, Gabriel Curio, and Klaus-Robert Müller. Classifying single trial EEG: Towards brain computer interfacing. In T. G. Diettrich, S. Becker, and Z. Ghahramani, editors, Advances in Neural Inf. Proc. Systems (NIPS 01), volume 14, pages 157-164, 2002. [ps] [pdf]
• Benjamin Blankertz, Christin Schäfer, Guido Dornhege, and Gabriel Curio. Single trial detection of EEG error potentials: A tool for increasing BCI transmission rates. In Artificial Neural Networks -- ICANN 2002, pages 1137-1143, 2002. [ps] [pdf]
• Jens Kohlmorgen and Benjamin Blankertz. A simple generative model for single-trial EEG classification. In J. R. Dorronsoro, editor, Artificial Neural Networks -- ICANN 2002, pages 1156-1161. Springer, 2002. [ps] [pdf]
• Klaus-Robert Müller, Jens Kohlmorgen, Andreas Ziehe, and Benjamin Blankertz. Decomposition algorithms for analysing brain signals. In Simon Haykin, editor, Adaptive Systems for Signal Processing, Communications and Control, pages 105-110, 2000. [ps] [pdf]