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TU Berlin

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Prof. Dr. Klaus-Robert Müller

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Room FR6051
Tel.: 030 - 314 78620
E-mail:

Sekretariat FR 6-9
Franklinstr. 28/29
10587 Berlin


Resumé

Klaus-Robert Müller (CV) received the Diploma degree in mathematical physics in 1989 and the Ph.D. in theoretical computer science in 1992, both from University of Karlsruhe, Germany. From 1992 to 1994 he worked as a Postdoctoral fellow at GMD FIRST, in Berlin where he started to built up the intelligent data analysis (IDA) group. From 1994 to 1995 he was a European Community STP Research Fellow at University of Tokyo in Prof. Amari's Lab. From 1995 until 2008 he was head of department of the IDA group at GMD FIRST (since 2001 Fraunhofer FIRST) in Berlin and since 1999 he holds a joint associate Professor position of GMD and University of Potsdam. In 2003 he became a full professor at University of Potsdam, in 2006 he became chair of the machine learning department at TU Berlin. He has been lecturing at Humboldt University, Technical University Berlin and University of Potsdam. In 1999 he received the annual national prize for pattern recognition (Olympus Prize) awarded by the German pattern recognition society DAGM and in 2006 the SEL Alcatel communication award. He serves in the editorial boards of Computational Statistics, IEEE Transactions on Biomedical Engineering, Journal of Machine Learning Research and in program and organization committees of various international conferences.(services) His research areas include statistical learning theory for neural networks, support vector machines and ensemble learning techniques. He contributed to the field of signal processing working on time-series analysis, statistical denoising methods and blind source separation. His present application interests are expanded to the analysis of biomedical data, most recently to brain computer interfacing and genomic data analysis.

Awards and Honors (selection)

  • SEL Alcatel Research Award 2006
  • Olympus Award for Pattern Recognition 1999(DAGM)
  • GMD best project award 1998(for KALIF)
  • GMD best project award 1996 (for BLISS)

Service to the Community (selection)

To download a complete overview as a pdf file, click here.

Research Areas

Research Areas

Current Projects

Current Projects

Teaching

Teaching

Publications

Benjamin Blankertz and Gabriel Curio and Klaus-Robert Müller ( 2002 ). Classifying Single Trial EEG: Towards Brain Computer Interfacing. Advances in Neural Inf. Proc. Systems (NIPS 01), 157–164.


Benjamin Blankertz and Guido Dornhege and Matthias Krauledat and Volker Kunzmann and Florian Losch and Gabriel Curio and Klaus-Robert Müller ( 2007 ). The Berlin Brain-Computer Interface: Machine-Learning based Detection of User Specific Brain States. Toward Brain-Computer Interfacing. MIT press, 85–101.


Benjamin Blankertz and Guido Dornhege and Matthias Krauledat and Klaus-Robert Müller and Gabriel Curio ( 2005 ). The Berlin Brain-Computer Interface: Report from the Feedback Sessions.


Benjamin Blankertz and Guido Dornhege and Matthias Krauledat and Klaus-Robert Müller and Gabriel Curio ( 2007 ). The non-invasive Berlin Brain-Computer Interface: Fast Acquisition of Effective Performance in Untrained Subjects. Neuroimage, 539–550.


Benjamin Blankertz and Guido Dornhege and Matthias Krauledat and Klaus-Robert Müller and Volker Kunzmann and Florian Losch and Gabriel Curio ( 2006 ). The Berlin Brain-Computer Interface: EEG-based communication without subject training. IEEE Trans Neural Syst Rehabil Eng, 147–152.


Benjamin Blankertz and Guido Dornhege and Matthias Krauledat and Michael Schröder and John Williamson and Roderick Murray-Smith and Klaus-Robert Müller ( 2006 ). The Berlin Brain-Computer Interface presents the novel mental typewriter Hex-o-Spell. Proceedings of the 3rd International Brain-Computer Interface Workshop and Training Course 2006. Verlag der Technischen Universität Graz, 108–109.


Benjamin Blankertz and Guido Dornhege and Steven Lemm and Matthias Krauledat and Gabriel Curio and Klaus-Robert Müller ( 2006 ). The Berlin Brain-Computer Interface: Machine Learning Based Detection of User Specific Brain States. 581–607


Benjamin Blankertz and Guido Dornhege and Christin Schäfer and Roman Krepki and Jens Kohlmorgen and Klaus-Robert Müller and Volker Kunzmann and Florian Losch and Gabriel Curio ( 2003 ). 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, 127–131.


Benjamin Blankertz and Motoaki Kawanabe and Ryota Tomioka and Friederike Hohlefeld and Vadim Nikulin and Klaus-Robert Müller ( 2008 ). Invariant Common Spatial Patterns: Alleviating Nonstationarities in Brain-Computer Interfacing. Advances in Neural Information Processing Systems 20. MIT Press, 113–120.


Benjamin Blankertz and Matthias Krauledat and Guido Dornhege and John Williamson and Roderick Murray-Smith and Klaus-Robert Müller ( 2007 ). A Note on Brain Actuated Spelling with the Berlin Brain-Computer Interface. Universal Access in HCI, Part II, HCII 2007. Springer, 759–768.


Benjamin Blankertz and Florian Losch and Matthias Krauledat and Guido Dornhege and Gabriel Curio and Klaus-Robert Müller ( 2008 ). The Berlin Brain-Computer Interface: Accurate performance from first-session in BCI-naive subjects. IEEE Trans Biomed Eng, 2452-2462.


Benjamin Blankertz and Klaus-Robert Müller and Gabriel Curio ( 2009 ). Neuronal Correlates of Emotions in Human-Machine Interaction. BMC NeuroScience 2009, (Suppl 1):P80.


Benjamin Blankertz and Klaus-Robert Müller and Gabriel Curio and Theresa M. Vaughan and Gerwin Schalk and Jonathan R. Wolpaw and Alois Schlögl and Christa Neuper and Gert Pfurtscheller and Thilo Hinterberger and Michael Schröder and Niels Birbaumer ( 2004 ). The BCI Competition 2003: Progress and Perspectives in Detection and Discrimination of EEG Single Trials. IEEE Trans Biomed Eng, 1044–1051.


Benjamin Blankertz and Klaus-Robert Müller and Dean Krusienski and Gerwin Schalk and Jonathan R. Wolpaw and Alois Schlögl and Gert Pfurtscheller and José del R. Millán and Michael Schröder and Niels Birbaumer ( 2006 ). The BCI Competition III: Validating Alternative Approachs to Actual BCI Problems. IEEE Trans Neural Syst Rehabil Eng, 153–159.


Benjamin Blankertz and Claudia Sannelli and Sebastian Halder and Eva-Maria Hammer and Andrea Kübler and Klaus-Robert Müller and Gabriel Curio and Thorsten Dickhaus ( 2009 ). Predicting BCI Performance to Study BCI Illiteracy. 7th NFSI & ICBEM 2009


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