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1

Kernel Mean Embedding of Distributions: A Review and Beyond

Muandet, Krikamol, Fukumizu, Kenji, Sriperumbudur, Bharath, Schölkopf, Bernhard

Journal:

Foundations and Trends® in Machine Learning

Year:

2017

Language:

english

File:

PDF, 1.29 MB

english, 2017

2

Nonlinear Component Analysis as a Kernel Eigenvalue Problem

Schölkopf, Bernhard, Smola, Alexander, Müller, Klaus-Robert

Journal:

Neural Computation

Year:

1998

Language:

english

File:

PDF, 980 KB

english, 1998

3

A tutorial on support vector regression

Alex J. Smola, Bernhard Schölkopf

Journal:

Statistics and Computing

Year:

2004

Language:

english

File:

PDF, 339 KB

english, 2004

4

Kernel Methods in Machine Learning

Thomas Hofmann, Bernhard Schölkopf and Alexander J. Smola

Journal:

The Annals of Statistics

Year:

2008

Language:

english

File:

PDF, 3.94 MB

english, 2008

5

Learning strategies in table tennis using inverse reinforcement learning

Muelling, Katharina, Boularias, Abdeslam, Mohler, Betty, Schölkopf, Bernhard, Peters, Jan

Journal:

Biological Cybernetics

Year:

2014

Language:

english

File:

PDF, 1.11 MB

english, 2014

6

Semi-Supervised Learning (Chapelle, O. et al., Eds.; 2006) [Book reviews]

O. Chapelle, B. Scholkopf, A. Zien, Eds.

Journal:

IEEE Transactions on Neural Networks

Year:

2009

Language:

english

File:

PDF, 31 KB

english, 2009

7

Preface to the ACM TIST Special Issue on Causal Discovery and Inference

Zhang, Kun, Li, Jiuyong, Bareinboim, Elias, Schölkopf, Bernhard, Pearl, Judea

Journal:

ACM Transactions on Intelligent Systems and Technology

Year:

2016

Language:

english

File:

PDF, 44 KB

english, 2016

8

Similarity, kernels, and the triangle inequality

Frank Jäkel, Bernhard Schölkopf, Felix A. Wichmann

Journal:

Journal of Mathematical Psychology

Year:

2008

Language:

english

File:

PDF, 1.73 MB

english, 2008

9

Falsificationism and Statistical Learning Theory: Comparing the Popper and Vapnik-Chervonenkis Dimensions

David Corfield, Bernhard Schölkopf, Vladimir Vapnik

Journal:

Journal for General Philosophy of Science

Year:

2009

Language:

english

File:

PDF, 150 KB

english, 2009

10

Support vector machines

Hearst, M.A., Dumais, S.T., Osman, E., Platt, J., Scholkopf, B.

Journal:

IEEE Intelligent Systems and their Applications

Year:

1998

Language:

english

File:

PDF, 3.36 MB

english, 1998

11

Input space versus feature space in kernel-based methods

Scholkopf, B., Mika, S., Burges, C.J.C., Knirsch, P., Muller, K.-R., Ratsch, G., Smola, A.J.

Journal:

IEEE Transactions on Neural Networks

Year:

1999

Language:

english

File:

PDF, 1.18 MB

english, 1999

12

Kernels, regularization and differential equations

Florian Steinke, Bernhard Schölkopf

Journal:

Pattern Recognition

Year:

2008

Language:

english

File:

PDF, 898 KB

english, 2008

13

Small-scale thermal seawater desalination simulation and optimization of system design

H. Müller-Holst, M. Engelhardt, W. Schölkopf

Journal:

Year:

1999

Language:

english

File:

PDF, 565 KB

english, 1999

14

Training Invariant Support Vector Machines

Dennis Decoste, Bernhard Schölkopf

Journal:

Machine Learning

Year:

2002

Language:

english

File:

PDF, 744 KB

english, 2002

15

Iterative kernel principal component analysis for image modeling

Kwang In Kim, Franz, M.O., Scholkopf, B.

Journal:

IEEE Transactions on Pattern Analysis and Machine Intelligence

Year:

2005

Language:

english

File:

PDF, 1.98 MB

english, 2005

16

A Unifying View of Wiener and Volterra Theory and Polynomial Kernel Regression

Franz, Matthias O., Schölkopf, Bernhard

Journal:

Neural Computation

Year:

2006

Language:

english

File:

PDF, 166 KB

english, 2006

17

An introduction to kernel-based learning algorithms

Muller, K.-R., Mika, S., Ratsch, G., Tsuda, K., Scholkopf, B.

Journal:

IEEE Transactions on Neural Networks

Year:

2001

Language:

english

File:

PDF, 510 KB

english, 2001

18

Estimating the Support of a High-Dimensional Distribution

Schölkopf, Bernhard, Platt, John C., Shawe-Taylor, John, Smola, Alex J., Williamson, Robert C.

Journal:

Neural Computation

Year:

2001

Language:

english

File:

PDF, 1.43 MB

english, 2001

19

[IEEE Gesture Recognition (FG) - Amsterdam, Netherlands (2008.09.17-2008.09.19)] 2008 8th IEEE International Conference on Automatic Face & Gesture Recognition - Automatic 3D face reconstruction from single images or video

Breuer, Pia, Kim, Kwang-In, Kienzle, Wolf, Scholkopf, Bernhard, Blanz, Volker

Year:

2008

Language:

english

File:

PDF, 3.76 MB

english, 2008

20

[Lecture Notes in Computer Science] Learning Theory and Kernel Machines Volume 2777 || Kernels and Regularization on Graphs

Schölkopf, Bernhard, Warmuth, Manfred K.

Year:

2003

Language:

english

File:

PDF, 282 KB

english, 2003

21

Falsificationism and Statistical Learning Theory: Comparing the Popper and Vapnik-Chervonenkis Dimensions

David Corfield, Bernhard Schölkopf and Vladimir Vapnik

Journal:

Journal for General Philosophy of Science

Year:

2009

Language:

english

File:

PDF, 781 KB

english, 2009

22

知覚情報をもとに自ら学習する人工知能

Schölkopf, Bernhard

Journal:

Year:

2015

File:

PDF, 1.09 MB

2015

23

[IEEE 2019 9th International IEEE/EMBS Conference on Neural Engineering (NER) - San Francisco, CA, USA (2019.3.20-2019.3.23)] 2019 9th International IEEE/EMBS Conference on Neural Engineering (NER) - Feature extraction from the Hermitian manifold for Brain-Computer Interfaces

Xu, Jiachen, Jayaram, Vinay, Scholkopf, Bernhard, Grosse-Wentrup, Moritz

Year:

2019

Language:

english

File:

PDF, 794 KB

english, 2019

24

On a Kernel-Based Method for Pattern Recognition, Regression, Approximation, and Operator Inversion

A. J. Smola, B. Schölkopf

Journal:

Year:

1998

Language:

english

File:

PDF, 266 KB

english, 1998

25

Multi-way set enumeration in weight tensors

Elisabeth Georgii, Koji Tsuda, Bernhard Schölkopf

Journal:

Machine Learning

Year:

2011

Language:

english

File:

PDF, 802 KB

english, 2011

26

Maximal margin classification for metric spaces

Matthias Hein, Olivier Bousquet, Bernhard Schölkopf

Journal:

Journal of Computer and System Sciences

Year:

2005

Language:

english

File:

PDF, 334 KB

english, 2005

27

In situ characterization of solar flat plate collectors under intermittent operation

Wolfgang Spirkl, Julius Muschaweck, Peter Kronthaler, Wolfgang Schölkopf, Justus Spehr

Journal:

Year:

1997

Language:

english

File:

PDF, 148 KB

english, 1997

28

A gene expression map of Arabidopsis thaliana development

Schmid, Markus, Davison, Timothy S, Henz, Stefan R, Pape, Utz J, Demar, Monika, Vingron, Martin, Schölkopf, Bernhard, Weigel, Detlef, Lohmann, Jan U

Journal:

Nature Genetics

Year:

2005

Language:

english

File:

PDF, 755 KB

english, 2005

29

Generalization and similarity in exemplar models of categorization: Insights from machine learning

Frank Jäkel, Bernhard Schölkopf, Felix A. Wichmann

Journal:

Psychonomic Bulletin & Review

Year:

2008

Language:

english

File:

PDF, 523 KB

english, 2008

30

[Lecture Notes in Computer Science] Pattern Recognition Volume 3175 || A Simple New Method for Precise Lens Distortion Correction of Low Cost Camera Systems

Rasmussen, Carl Edward, Bülthoff, Heinrich H., Schölkopf, Bernhard, Giese, Martin A.

Year:

2004

Language:

english

File:

PDF, 543 KB

english, 2004

31

Information-geometric approach to inferring causal directions

Dominik Janzing, Joris Mooij, Kun Zhang, Jan Lemeire, Jakob Zscheischler, Povilas Daniušis, Bastian Steudel, Bernhard Schölkopf

Journal:

Artificial Intelligence

Year:

2012

Language:

english

File:

PDF, 1.02 MB

english, 2012

32

High gamma-power predicts performance in sensorimotor-rhythm brain–computer interfaces

Grosse-Wentrup, Moritz, Schölkopf, Bernhard

Journal:

Journal of Neural Engineering

Year:

2012

Language:

english

File:

PDF, 1.18 MB

english, 2012

33

Does Cognitive Science Need Kernels?

Frank Jäkel, Bernhard Schölkopf, Felix A. Wichmann

Journal:

Trends in Cognitive Sciences

Year:

2009

Language:

english

File:

PDF, 399 KB

english, 2009

34

Constructing boosting algorithms from SVMs: an application to one-class classification

Ratsch, G., Mika, S., Scholkopf, B., Muller, K.-R.

Journal:

IEEE Transactions on Pattern Analysis and Machine Intelligence

Year:

2002

Language:

english

File:

PDF, 819 KB

english, 2002

35

Causal influence of gamma oscillations on the sensorimotor rhythm

Moritz Grosse-Wentrup, Bernhard Schölkopf, Jeremy Hill

Journal:

Year:

2011

Language:

english

File:

PDF, 950 KB

english, 2011

36

Comparing support vector machines with Gaussian kernels to radial basis function classifiers

Scholkopf, B., Kah-Kay Sung, Burges, C.J.C., Girosi, F., Niyogi, P., Poggio, T., Vapnik, V.

Journal:

IEEE Transactions on Signal Processing

Year:

1997

Language:

english

File:

PDF, 188 KB

english, 1997

37

Handbook of Statistical Bioinformatics || Hidden Markov Random Field Models for Network-Based Analysis of Genomic Data

Lu, Henry Horng-Shing, Schölkopf, Bernhard, Zhao, Hongyu

Year:

2011

Language:

english

File:

PDF, 350 KB

english, 2011

38

[Lecture Notes in Computer Science] Learning Theory and Kernel Machines Volume 2777 || Optimal Rates of Aggregation

Schölkopf, Bernhard, Warmuth, Manfred K.

Year:

2003

Language:

english

File:

PDF, 175 KB

english, 2003

39

[Lecture Notes in Computer Science] Learning Theory and Kernel Machines Volume 2777 || Comparing Clusterings by the Variation of Information

Schölkopf, Bernhard, Warmuth, Manfred K.

Year:

2003

Language:

english

File:

PDF, 277 KB

english, 2003

40

[Lecture Notes in Computer Science] Pattern Recognition Volume 3175 || Efficient Computation of Optical Flow Using the Census Transform

Rasmussen, Carl Edward, Bülthoff, Heinrich H., Schölkopf, Bernhard, Giese, Martin A.

Year:

2004

Language:

english

File:

PDF, 595 KB

english, 2004

41

[IEEE ICASSP 2011 - 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - Prague, Czech Republic (2011.05.22-2011.05.27)] 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - Finding dependencies between frequencies with the kernel cross-spectral density

Besserve, M., Janzing, D., Logothetis, N. K., Scholkopf, B.

Year:

2011

Language:

english

File:

PDF, 274 KB

english, 2011

42

[IEEE 2013 International Workshop on Pattern Recognition in Neuroimaging (PRNI) - Philadelphia, PA, USA (2013.06.22-2013.06.24)] 2013 International Workshop on Pattern Recognition in Neuroimaging - How to Test the Quality of Reconstructed Sources in Independent Component Analysis (ICA) of EEG/MEG Data

Grosse-Wentrup, Moritz, Harmeling, Stefan, Zander, Thorsten, Hill, Jeremy, Scholkopf, Bernhard

Year:

2013

Language:

english

File:

PDF, 505 KB

english, 2013

43

[IEEE 2011 IEEE 12th International Conference on Rehabilitation Robotics: Reaching Users & the Community (ICORR 2011) - Zurich (2011.06.29-2011.07.1)] 2011 IEEE International Conference on Rehabilitation Robotics - Towards brain-robot interfaces in stroke rehabilitation

Gomez-Rodriguez, M., Grosse-Wentrup, M., Hill, J., Gharabaghi, A., Scholkopf, B., Peters, J.

Year:

2011

Language:

english

File:

PDF, 428 KB

english, 2011

44

[ACM Press Twenty-first international conference - Banff, Alberta, Canada (2004.07.04-2004.07.08)] Twenty-first international conference on Machine learning - ICML '04 - A kernel view of the dimensionality reduction of manifolds

Ham, Jihun, Lee, Daniel D., Mika, Sebastian, Schölkopf, Bernhard

Year:

2004

File:

PDF, 2.17 MB

2004

45

Anticipatory action selection for human–robot table tennis

Wang, Zhikun, Boularias, Abdeslam, Mülling, Katharina, Schölkopf, Bernhard, Peters, Jan

Journal:

Artificial Intelligence

Year:

2014

Language:

english

File:

PDF, 859 KB

english, 2014

46

Causal Discovery via Reproducing Kernel Hilbert Space Embeddings

Chen, Zhitang, Zhang, Kun, Chan, Laiwan, Schölkopf, Bernhard

Journal:

Neural Computation

Year:

2014

Language:

english

File:

PDF, 986 KB

english, 2014

47

[IEEE 2013 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) - Portland, OR, USA (2013.06.23-2013.06.28)] 2013 IEEE Conference on Computer Vision and Pattern Recognition - On a Link Between Kernel Mean Maps and Fraunhofer Diffraction, with an Application to Super-Resolution Beyond the Diffraction Limit

Harmeling, Stefan, Hirsch, Michael, Scholkopf, Bernhard

Year:

2013

Language:

english

File:

PDF, 521 KB

english, 2013

48

Comment: [Support Vector Machines with Applications]

Olivier Bousquet and Bernhard Schölkopf

Journal:

Statistical Science

Year:

2006

Language:

english

File:

PDF, 721 KB

english, 2006

49

[IEEE 2011 IEEE International Conference on Computer Vision (ICCV) - Barcelona, Spain (2011.11.6-2011.11.13)] 2011 International Conference on Computer Vision - Non-stationary correction of optical aberrations

Schuler, Christian J., Hirsch, Michael, Harmeling, Stefan, Scholkopf, Bernhard

Year:

2011

Language:

english

File:

PDF, 3.93 MB

english, 2011

50

View-Based Cognitive Mapping and Path Planning

Scholkopf, B., Mallot, H. A.

Journal:

Adaptive Behavior

Year:

1995

Language:

english

File:

PDF, 1.80 MB

english, 1995

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