 |
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)
|