PASCAL - Pattern Analysis, Statistical Modelling and Computational Learning

PASCAL Network

Full NameBernhard Schölkopf
TitleDirector
SiteMax Planck Institut für Biologische Kybernetik
StatusResearcher
Tel
Fax
WWWwww.tuebingen.mpg.de/~bs

Research Interests
Learning/Statistics & Optimisation
Theory & Algorithms
Machine Vision
Brain Computer Interfaces
Publications

Number of records: 119.

Optimizing Spatial Filters for BCI: Margin- and Evidence-Maximization Approaches Jason Farquhar, Jeremy Hill and Bernhard Schölkopf Conference or Workshop Item (08 November 2006)
A compression approach to support vector model selection Ulrike Von Luxburg, Olivier Bousquet and Bernhard Schölkopf Article (April 2004)
A Direct Method for Building Sparse Kernel Learning Algorithms Mingrui Wu, Bernhard Schölkopf and Gökhan Bakir Article Item not available online. (2006)
A gene expression map of Arabidopsis thaliana development M. Schmid, T.S. Davison, S.R. Henz, U.J. Pape, M. Demar, M. Vingron, Bernhard Schölkopf, D. Weigel and J.U. Lohmann Article Item not available online. (2005)
A Hilbert Space Embedding for Distributions Alex Smola, Arthur Gretton, Le Song and Bernhard Schölkopf Conference or Workshop Item Item not available online. (October 2007)
A Hilbert Space Embedding for Distributions Alex Smola, Arthur Gretton, Le Song and Bernhard Schölkopf Book Section (2007)
A Kernel Approach to Comparing Distributions Arthur Gretton, Karsten M. Borgwardt, Malte Rasch, Bernhard Schölkopf and Alex Smola Conference or Workshop Item Item not available online. (24 July 2007)
A Kernel Approach to Comparing Distributions Arthur Gretton, Karsten M. Borgwardt, Malte Rasch, Bernhard Schölkopf and Alex Smola Conference or Workshop Item Item not available online. (24 July 2007)
A Kernel Method for the Two-Sample-Problem Arthur Gretton, K Borgwardt, M Rasch, Bernhard Schölkopf and Alex Smola Conference or Workshop Item Item not available online. (June 2006)
A Kernel Method for the Two-Sample-Problem Arthur Gretton, Karsten M. Borgwardt, Malte Rasch, Bernhard Schölkopf and Alex Smola Conference or Workshop Item Item not available online. (2007)
A Kernel Test of Statistical Dependence Arthur Gretton, kenji fukumizu, Choon Hui Teo, Le Song, Bernhard Schölkopf and Alex Smola Conference or Workshop Item Item not available online. (2007)
A Nonparametric Approach to Bottom-Up Visual Saliency Wolf Kienzle, Felix Wichmann, Bernhard Schölkopf and Matthias Franz Conference or Workshop Item (January 2007)
A Primer on Kernel Methods J.P. Vert, K. Tsuda and Bernhard Schölkopf Book Section (2004)
A Regularization Framework for Learning from Graph Data Dengyong Zhou and Bernhard Schölkopf Conference or Workshop Item (2004)
A tutorial on support vector regression Alex Smola and Bernhard Schölkopf Article (2004)
A Tutorial on Support Vector Regression Alex Smola and Bernhard Schoelkopf Article (April 2004)
Advances in Neural Information Processing Systems 16 S. Thrun, L.K. Saul and Bernhard Schölkopf Book Item not available online. (2004)
Advances in Neural Information Processing Systems 18. Proceedings of the 2005 Conference Book Item not available online. (2006)
An auditory paradigm for Brain--Computer Interfaces Jeremy Hill, Thomas Navin Lal, Karin Bierig, Niels Birbaumer and Bernhard Schölkopf Article (2005)
An Auditory Paradigm for Brain--Computer Interfaces N.J. Hill, Thomas Navin Lal, K. Bierig, N. Birbaumer and Bernhard Schölkopf Article (04 June 2004)
Analyzing Coupled Brain Sources: Distinguishing True from Spurious Interaction Guido Nolte, Andreas Ziehe, Frank Meinecke and Klaus-Robert Müller Book Section Item not available online. (2006)
Attentional Modulation of Auditory Event-Related Potentials in a Brain-Computer Interface N.J. Hill, Thomas Navin Lal, K. Bierig, N. Birbaumer and Bernhard Schölkopf Article (November 2004)
Behaviour and Convergence of the Constrained Covariance Arthur Gretton, Alex Smola, Olivier Bousquet, Ralf Herbrich, Bernhard Schoelkopf and Nikos Logothetis Monograph Item not available online. (October 2004)
Causality: Objectives and Assessment Isabelle Guyon, Dominik Janzing and Bernhard Schölkopf Article (2010)
Classification of Faces in Man and Machine Arnulf B.A. Graf, Felix A. Wichmann, Heinrich H. Bülthoff and Bernhard Schölkopf Article Item not available online. (2006)
Classifying EEG and ECoG signals without subject training for fast BCI implementation: Comparison of non-paralysed and completely paralysed subjects Jeremy Hill, Thomas Navin Lal, Michael Schroeder, Thilo Hinterberger, Barbara Wilhelm, Femke Nijboer, Ursula Mochty, Guido Widman, Christian Elger, Bernhard Schölkopf, Andrea Kübler and Niels Birbaumer Article (2006)
Classifying Event-Related Desynchronization in EEG, ECoG and MEG signals} Jeremy Hill, Thomas Navin Lal, Michael Schroeder, Thilo Hinterberger, Guido Widman, Christian Elger, Bernhard Schölkopf and Niels Birbaumer Book Section (2006)
Combining a Filter Method with SVMs Thomas N. Lal, Olivier Chapelle and Bernhard Schölkopf Book Section Item not available online. (2006)
Combining a Filter Method with SVMs Thomas Navin Lal, Olivier Chapelle and Bernhard Schölkopf Book Section Item not available online. (October 2004)
Common Sequence Polymorphisms Shaping Genetic Diversity in Arabidopsis thaliana R Clark, Gabriele Schweikert, C Toomajian, S Ossowski, G Zeller, P Shinn, N Warthmann, T Hu, G Fu, D Hinds, K Frazer, D Huson, Bernhard Schölkopf, M Nordborg, Gunnar Raetsch, J Ecker and D Weigel Article Item not available online. (20 July 2007)
Comparative evaluation of Independent Components Analysis algorithms for isolating target-relevant information in brain-signal classification Jeremy Hill, Michael Schroeder, Thomas Navin Lal and Bernhard Schölkopf Conference or Workshop Item (2005)
Correcting Sample Selection Bias by Unlabeled Data J. Huang, Alex Smola, Arthur Gretton, K Borgwardt and Bernhard Schölkopf Conference or Workshop Item Item not available online. (June 2006)
Density estimation of Structured Outputs in RKHS Y. Altun and Alex Smola Book Section Item availablity restricted. (2007)
Discrete Regularization Dengyong Zhou and Bernhard Schölkopf Book Section Item not available online. (2006)
Efficient algorithms for max-margin structured classification Craig Saunders, Sandor Szedmak, John Shawe-Taylor and Juho Rousu Book Section Item availablity restricted. (30 June 2006)
Efficient Approximations for Support Vector Machines in Object Detection Wolf Kienzle, Goekhan H. Bakir, Matthias Franz and Bernhard Schölkopf Conference or Workshop Item (30 August 2004)
Entropy Regularization Yves Grandvalet and Yoshua Bengio Book Section Item not available online. (2005)
Extension of the nu-SVM Range for Classification Fernando Perez-Cruz, Jason Weston, Daniel Herrmann and Bernhard Schölkopf Book Section Item not available online. (01 August 2003)
Face Detection - Efficient and Rank Deficient Wolf Kienzle, Goekhan H. Bakir, Matthias Franz and Bernhard Schölkopf Conference or Workshop Item (04 June 2004)
Fast kernels for string and tree matching S V N Vishwanathan and Alex Smola Book Section (2004)
Fast Protein Classification with Multiple Networks Koji Tsuda, HyunJung Helen Shin and Bernhard Schölkopf Article (2005)
Fast SVM Approximations for Object Detection Wolf Kienzle, Matthias Franz and Bernhard Schölkopf Conference or Workshop Item Item availablity restricted. (04 May 2004)
Fast SVM Approximations for Object Detection Wolf Kienzle, Matthias Franz and Bernhard Schölkopf Conference or Workshop Item Item not available online. (04 May 2004)
Feature selection and transduction for prediction of molecular bioactivity for drug design Jason Weston, Fernando Perez-Cruz, Andre Elisseeff, Olivier Bousquet, Olivier Chapelle and Bernhard Schölkopf Article Item availablity restricted. (June 2003)
Graph Kernels by Spectral Transforms Xiaojin Zhu, Jaz Kandola, John Lafferty and Zoubin Ghahramani Book Section (2005)
Identifying confounders using additive noise models Dominik Janzing, Jonas Peters, Joris Mooij and Bernhard Schölkopf Conference or Workshop Item (June 2009)
Implicit estimation of Wiener series Matthias Franz and Bernhard Schölkopf Conference or Workshop Item (2004)
Implicit Surface Modelling as an Eigenvalue Problem christian wadler, Olivier Chapelle and Bernhard Schölkopf Conference or Workshop Item (08 August 2005)
Implicit Surfaces with Globally Regularised and Compactly Supported Basis Functions Christian Walder, Bernhard Schölkopf and Olivier Chapelle Conference or Workshop Item (2007)
Implicit Wiener Series Analysis of Epileptic Seizure Recordings A. Barbero Jimenez, Matthias Franz, W. Van Drongelen, J.R. Dorronsoro, Bernhard Schölkopf and Moritz Grosse-Wentrup Conference or Workshop Item (September 2009)
Implicit Wiener series for capturing higher-order interactions in images. Sensory coding and the natural environment Matthias Franz and Bernhard Schölkopf Conference or Workshop Item Item not available online. (2004)
Implicit Wiener series for higher-order image analysis Matthias Franz and Bernhard Schölkopf Conference or Workshop Item (2004)
Improving the C. elegans genome annotation using machine learning Gunnar Raetsch, Sören Sonnenburg, J Srinivasan, H Witte, Klaus-Robert Müller, R Sommer and Bernhard Schölkopf Article Item not available online. (February 2007)
Inferring Textual Entailment with a Probabistically Sound Calculus Stefan Harmeling, Michael Hirsch, Suvrit Sra and Bernhard Schölkopf Article (2009)
Integrating structured biological data by Kernel Maximum Mean Discrepancy K Borgwardt, Arthur Gretton, M Rasch, H.-P. Kriegel, Bernhard Schölkopf and Alex Smola Article (15 July 2006)
Integrating structured biological data by Kernel Maximum Mean Discrepancy Karsten M. Borgwardt, Arthur Gretton, Malte Rasch, Hans-Peter Kriegel, Bernhard Schölkopf and Alex Smola Conference or Workshop Item Item not available online. (July 2006)
Integrating structured biological data by Kernel Maximum Mean Discrepancy Karsten M. Borgwardt, Arthur Gretton, Malte Rasch, Hans-Peter Kriegel, Bernhard Schölkopf and Alex Smola Article Item not available online. (2006)
Iterative Kernel Principal Component Analysis for Image Modeling K. I. Kim, Matthias Franz and Bernhard Schölkopf Article (2005)
Joint Kernel Maps J. Weston, Bernhard Schölkopf and O. Bousquet Conference or Workshop Item Item not available online. (2005)
Kernel Based Depdendence Detection in the Macaque Visual Cortex Arthur Gretton, Alex Smola, Olivier Bousquet, Ralf Herbrich, Andrei Belitski, Mark Augath, Yusuke Murayama, Bernhard Schölkopf and Nikos Logothetis Conference or Workshop Item Item not available online. (January 2005)
Kernel constrained covariance for dependence measurement Arthur Gretton, Alex Smola, Olivier Bousquet, Ralf Herbrich, Andreas Belitski, M Augath, Y Murayama, J Pauls, Bernhard Schölkopf and Nikos Logothetis Conference or Workshop Item (2005)
Kernel Constrained Covariance for Dependence Measurement Arthur Gretton, Alex Smola, Olivier Bousquet, Ralf Herbrich, Andrei Belitski, Mark Augath, Yusuke Murayama, John Pauls, Bernhard Schölkopf and Nikos Logothetis Conference or Workshop Item (January 2005)
Kernel Constrained Covariance for Dependence Measurement Arthur Gretton, Alex Smola, Olivier Bousquet, Ralf Herbrich, Andrei Belitski, Mark Augath, Yusuke Murayama, Jon Pauls, Bernhard Schölkopf and Nikos Logothetis Conference or Workshop Item Item not available online. (05 January 2005)
Kernel Hebbian Algorithm for single-frame super-resolution K. I. Kim, Matthias Franz and Bernhard Schölkopf Conference or Workshop Item (2004)
Kernel Measures of Conditional Dependence Kenji Fukumizu, Arthur Gretton, xiaohai sun and Bernhard Schölkopf Conference or Workshop Item Item not available online. (2007)
Kernel Methods for Dependence Testing in LFP-MUA Arthur Gretton, Andrei Belitski, Yusuke Murayama, Bernhard Schölkopf and Nikos Logothetis Conference or Workshop Item Item not available online. (May 2005)
Kernel Methods for Implicit Surface Modeling Bernhard Schölkopf, J. Giesen and S. Spalinger Conference or Workshop Item (2005)
Kernel Methods for Measuring Independence Arthur Gretton, Ralf Herbrich, Alex Smola, Olivier Bousquet and Bernhard Schölkopf Article Item not available online. (August 2005)
Kernel methods for testing independence Arthur Gretton, Ralf Herbrich, Alex Smola, Olivier Bousquet and Bernhard Schölkopf Article (2005)
Kernel Methods in Computational Biology Bernhard Schölkopf, K. Tsuda and J.P. Vert Book Item not available online. (2004)
Kernel Methods in Machine Learning Alex Smola, T Hofmann and Bernhard Schölkopf Article (2007)
Kernel view of the dimensionality reduction of manifolds J Ham, D Lee, Sebastian Mika and Bernhard Schölkopf Conference or Workshop Item Item not available online. (2004)
Large scale genomic sequence SVM classifiers Sören Sonnenburg, Gunnar Raetsch and Bernhard Schölkopf Conference or Workshop Item (2005)
Large Scale Multiple Kernel Learning Sören Sonnenburg, Gunnar Raetsch, Christin Schaefer and Bernhard Schölkopf Article (July 2006)
Large scale multiple kernel learning Sören Sonnenburg, Gunnar Raetsch, Christin Schaefer and Bernhard Schölkopf Article Item not available online. (2006)
Learning an Interest Operator from Human Eye Movements Wolf Kienzle, Felix A. Wichmann, Bernhard Schölkopf and Matthias Franz Conference or Workshop Item Item not available online. (June 2006)
Learning from Labeled and Unlabeled Data Using Random Walks Dengyong Zhou and Bernhard Schölkopf Conference or Workshop Item (2004)
Learning to Find Pre-Images Goekhan BakIr, Jason Weston and Bernhard Schölkopf Conference or Workshop Item (January 2004)
Learning with Local and Global Consistency Dengyong Zhou, Olivier Bousquet, Thomas Navin Lal, Jason Weston and Bernhard Schölkopf Conference or Workshop Item (2004)
Logarithmic Online Regret Bounds for Undiscounted Reinforcement Learning Peter Auer and Ronald Ortner Book Section Item not available online. (June 2006)
Long Term Prediction of Product Quality in a Glass Manufacturing Process Using a Kernel Based Approach T. Jung, L. Herrera and Bernhard Schölkopf Conference or Workshop Item Item not available online. (2005)
Machine-learning approaches to BCI in Tübingen Michael Bensch, Martin Bogdan, Jeremy Hill, Thomas Navin Lal, Wolfgang Rosenstiel, Bernhard Schölkopf and Michael Schroeder Conference or Workshop Item Item not available online. (15 June 2005)
Maximal margin classification for metric spaces Matthias Hein, Olivier Bousquet and Bernhard Schölkopf Article Item availablity restricted. (09 February 2004)
Measuring Statistical Dependence with Hilbert-Schmidt Norms Arthur Gretton, Olivier Bousquet, Alex Smola and Bernhard Schölkopf Article (October 2005)
Measuring Statistical Dependence with Hilbert-Schmidt Norms Arthur Gretton, Olivier Bousquet, Alex Smola and Bernhard Schölkopf Monograph (May 2005)
Measuring statistical dependence with hilbert-schmidt norms Arthur Gretton, Olivier Bousquet, Alex Smola and Bernhard Schölkopf Conference or Workshop Item (2005)
Methods Towards Invasive Human Brain Computer Interfaces Thomas Navin Lal, Thilo Hinterberger, Guido Widman, Michael Schroeder, Jeremy Hill, Wolfgang Rosenstiel, Christian Elger, Bernhard Schölkopf and Niels Birbaumer Article (2005)
Multi-way set enumeration in real-valued tensors Elisabeth Georgii, Koji Tsuda and Bernhard Schölkopf Conference or Workshop Item Item availablity restricted. (June 2009)
Multivariate Regression via Stiefel Constraints Goekhan BakIr, Arthur Gretton, Matthias Franz and Bernhard Schölkopf Conference or Workshop Item Item not available online. (30 August 2004)
Multivariate regression with stiefel constraints Goekhan BakIr, Arthur Gretton, Matthias Franz and Bernhard Schoelkopf Monograph Item not available online. (July 2004)
Natural Actor-Critic for Road Traffic Optimisation Silvia Richter, Douglas Aberdeen and Jin Yu Book Section (2007)
Nonlinear causal discovery with additive noise models Patrik Hoyer, Dominik Janzing, Joris Mooij, Jonas Peters and Bernhard Schölkopf Article (2009)
Online Blind Deconvolution for Astronomy Stefan Harmeling, Suvrit Sra, M. Hirsch and Bernhard Schölkopf Conference or Workshop Item Item not available online. (April 2009)
Online Blind Image Deconvolution for Astronomy Stefan Harmeling, Michael Hirsch, Suvrit Sra and Bernhard Schölkopf Conference or Workshop Item (2009)
Optimizing Spatial Filters for BCI: Margin- and Evidence-Maximization Approaches Jason Farquhar, Jeremy Hill and Bernhard Schölkopf Conference or Workshop Item (2006)
Pattern Recognition Book Item not available online. (2004)
Predicting Structured Data Book Item not available online. (2007)
Protein functional class prediction with a combined graph Hyunjung Shin, Koji Tsuda and Bernhard Schölkopf Article Item not available online. (2009)
Ranking on Data Manifolds Dengyong Zhou, Jason Weston, Arthur Gretton, Olivier Bousquet and Bernhard Schölkopf Conference or Workshop Item (2004)
RASE: recognition of alternatively spliced exons in c. elegans Gunnar Raetsch, Sören Sonnenburg and Bernhard Schölkopf Conference or Workshop Item Item not available online. (2005)
RASE: recognition of alternatively spliced exons in C.elegans Gunnar Rätsch, Sören Sonnenburg and Bernhard Schölkopf Article Item not available online. (June 2005)
Regression by dependence minimization and its application to causal inference Joris Mooij, Dominik Janzing, Jonas Peters and Bernhard Schölkopf Conference or Workshop Item (June 2009)
Regularised CSP for Sensor Selection in BCI Jason Farquhar, Jeremy Hill, Thomas Navin Lal and Bernhard Schölkopf Conference or Workshop Item (2006)
Regularised CSP for Sensor Selection in BCI Jason Farquhar, Jeremy Hill, Thomas Navin Lal and Bernhard Schölkopf Conference or Workshop Item (September 2006)
Remote Sensing Feature Selection by Kernel Dependence Estimation Gustavo Camps-Valls, Joris Mooij and Bernhard Schölkopf Article Item not available online. (January 2010)
Robust EEG Channel Selection Across Subjects for Brain Computer Interfaces M. Schroeder, Thomas Navin Lal, T. Hinterberger, M. Bogdan, N.J. Hill, N. Birbaumer, W. Rosenstiel and Bernhard Schölkopf Article Item not available online. (10 February 2004)
Semi-supervised kernel regression using whitened function classes Matthias Franz, Y. Kwon, Carl Edward Rasmussen and Bernhard Schölkopf Conference or Workshop Item (2004)
Semi-Supervised Learning Book Item not available online. (2006)
Semi-Supervised Learning Book Item not available online. (September 2006)
Semi-supervised Learning on Directed Graphs Dengyong Zhou, Bernhard Schölkopf and Thomas Hofmann Conference or Workshop Item (2005)
Support Vector Channel Selection in BCI Thomas Navin Lal, M. Schroeder, T. Hinterberger, J. Weston, M. Bogdan, N. Birbaumer and Bernhard Schölkopf Article (June 2004)
Support Vector Machines and Kernel Algorithms. Bernhard Schölkopf and Alex Smola Book Section Item not available online. (2005)
Tailoring Density Estimation via Reproducing Kernel Moment Matching Le Song, Xinhua Zhang, Alex Smola, Arthur Gretton and Bernhard Schölkopf Conference or Workshop Item (June 2008)
The effect of artifacts on dependence measurement in fMRI. Arthur Gretton, A Belitski, Y Murayama, Bernhard Schölkopf and N Logothetis Article (May 2006)
The Need for Open Source Software in Machine Learning Sören Sonnenburg, Mikio Braun, Cheng Soon Ong, Samy Bengio, Leon Bottou, Geoff Holmes, Yann Lecun, Klaus-Robert Müller, Gunnar Raetsch, Bernhard Schölkopf, Jason Weston and Bob Williamson Article (June 2007)
The Need for Open Source Software in Machine Learning Sören Sonnenburg, Mikio Braun, Cheng Soon Ong, Samy Bengio, Leon Bottou, Geoffrey Holmes, Yann LeCun, Klaus-Robert Müller, Fernando Pereira, Carl Edward Rasmussen, Gunnar Raetsch, Bernhard Schölkopf, Alex Smola, Pascal Vincent, Jason Weston and Robert Williamson Article (September 2007)
Time-Dependent Demixing of Task-Relevant EEG Signals Jeremy Hill, Jason Farquhar, Thomas Navin Lal and Bernhard Schölkopf Conference or Workshop Item (2006)
Time-Dependent Demixing of Task-Relevant EEG Signals Jeremy Hill, Jason Farquhar, Thomas Navin Lal and Bernhard Schölkopf Conference or Workshop Item (September 2006)
Training Support Vector Machines with Multiple Equality Constraints Wolf Kienzle and Bernhard Schölkopf Conference or Workshop Item Item not available online. (October 2005)

This list was generated on Tue Mar 16 07:34:24 GMT 2010.