Klaus-Robert Müller
homepage:http://www.ml.tu-berlin.de/menue/members/klaus-robert_mueller/
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Description

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.


Lectures:

tutorial
flag Machine Learning and Signal Processing Tools for BCI
as author at  BBCI Workshop: Advances in Neurotechnologies, Berlin 2009,
together with: Benjamin Blankertz,
1941 views
  lecture
flag Brain Computer Interfaces
as author at  Machine Learning Summer School (MLSS), Canberra 2006,
1951 views
lecture
flag The Machine Learning Approach to Brain-Computer Interfacing - Part 1
as author at  Workshop on Methods of Data Analysis in Computational Neuroscience and Brain Computer Interfaces, Berlin 2007,
801 views
  lecture
flag Stationary Subspace Analysis
as author at  NIPS Workshop on Algebraic and Combinatorial Methods in Machine Learning, Whistler 2008,
together with: Paul von Bunau, Frank C. Meinecke,
692 views
lecture
flag Denoising and Dimension Reduction in Feature Space
as author at  Workshop on Algorithms in Complex Systems, Eindhoven 2007,
together with: Mikio Braun,
582 views
  lecture
flag Bernstein Focus: Neurotechnology Berlin
as author at  BBCI Workshop: Advances in Neurotechnologies, Berlin 2009,
together with: John-Dylan Haynes, Sebastian Möller,
395 views
lecture
flag Analysing Non-stationarity in EEG-BCI
as author at  BBCI Winter School on Neurotechnology, Berlin 2014,
202 views
  lecture
flag Towards Brain Computer Interfacing: Algorithms for on-line Differentiation of Neuroelectric Activities
as author at  Mini Symposia,
327 views
opening
flag Welcome to the Advances in Neurotechnologies Workshop
as author at  BBCI Workshop: Advances in Neurotechnologies, Berlin 2009,
296 views
  lecture
flag Generalization Error under Covariate Shift Input-Dependent Estimation of Generalization Error under Covariate Shift
as author at  Workshop on Modelling in Classification and Statistical Learning, Eindhoven 2004,
186 views
lecture
flag Multimodal Imaging and BCI
as author at  BBCI Workshop: Advances in Neurotechnologies, Berlin 2012,
81 views
  lecture
locked flag Brain@Work: Neurotechnology-Based Man-Machine Interaction for Industrial Applications
as author at  BBCI Workshop: Advances in Neurotechnologies, Berlin 2009,
together with: Wilhelm Kincses,
21 views