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Schölkopf, Bernhard

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Author ID: scholkopf.bernhard Recent zbMATH articles by "Schölkopf, Bernhard"
Published as: Schölkopf, Bernhard; Schölkopf, B.
Homepage: https://www.is.mpg.de/~bs
External Links: MGP · ORCID · Wikidata · Google Scholar · ResearchGate · dblp · GND · IdRef
all top 5

Co-Authors

3 single-authored
15 Smola, Alexander J.
9 Janzing, Dominik
8 Peters, Jonas
7 Gretton, Arthur
6 Bousquet, Olivier
5 Fukumizu, Kenji
5 Mooij, Joris M.
4 Sriperumbudur, Bharath K.
4 Weston, Jason
4 Zhang, Kun
3 Eskin, Eleazar
3 Leslie, Christina
3 Muandet, Krikamol
3 Platt, John C.
3 Rätsch, Gunnar
3 Stafford Noble, William
3 Williamson, Robert C.
2 Bühlmann, Peter
2 Bülthoff, Heinrich H.
2 Franz, Matthias O.
2 Gomez-Rodriguez, Manuel
2 Harmeling, Stefan
2 Hein, Matthias
2 Herbrich, Ralf
2 Hill, N. Jeremy
2 Hofmann, Thomas
2 Jäkel, Frank
2 Lanckriet, Gert R. G.
2 Pfister, Niklas
2 Shawe-Taylor, John
2 Song, Le
2 Steinke, Florian
2 Steudel, Bastian
2 von Luxburg, Ulrike
2 Wichmann, Felix A.
2 Zscheischler, Jakob
1 Amara, Adam
1 Babbar, Rohit
1 Bachem, Olivier
1 Bakır, Gökhan
1 Balan, Sreekumar T.
1 Balduzzi, David
1 Bartlett, Peter J.
1 Bauer, Stefan Alois
1 Bernstein, Gary
1 Besserve, Michel
1 Bethge, Matthias
1 Birbaumer, Niels
1 Blake, Andrew
1 Bogdan, Martin
1 Borgwardt, Karsten M.
1 Boularias, Abdeslam
1 Bridle, Sarah
1 Burges, Christopher J. C.
1 Chalimourda, Athanassia
1 Chan, Laiwan
1 Chen, Pai-Hsuen
1 Chen, Zhitang
1 Courbin, Frederic
1 Daneshmand, Hadi
1 Daniušis, Povilas
1 De, Abir
1 Decoste, Dennis
1 Elisseeff, André
1 Farquhar, Jason D. R.
1 Gelly, Sylvain
1 Gentile, Marc
1 Georgii, Elisabeth
1 Giese, Martin A.
1 Gill, Mandeep
1 Glymour, Clark
1 Graf, Arnulf B. A.
1 Grosse-Wentrup, Moritz
1 Heavens, Alan F.
1 Heide, Felix
1 Heidrich, Wolfgang
1 Heymans, Catherine
1 Hinterberger, Thilo
1 Hosseini, Reshad
1 Huang, Biwei
1 Kiessling, Alina
1 Kirk, Donnacha
1 Kitching, Thomas D.
1 Kuijken, Konrad
1 Lal, Thomas Navin
1 Lemeire, Jan
1 Lin, Chih-Jen
1 Locatello, Francesco
1 Logothetis, Nikos K.
1 Lu, Henry Horng-Shing
1 Lucic, Mario
1 Luo, Zhiyuan
1 Mallot, Hanspeter A.
1 Mandelbaum, Rachel
1 Martens, S. M. M.
1 Massey, Richard
1 Meinshausen, Nicolai
1 Mika, Sebastian
1 Moghaddam, Baback
1 Mülling, Katharina
...and 47 more Co-Authors

Publications by Year

Citations contained in zbMATH Open

64 Publications have been cited 1,537 times in 1,159 Documents Cited by Year
A short introduction to learning with kernels. Zbl 1019.68094
Schölkopf, Bernhard; Smola, Alexander J.
153
2003
A kernel two-sample test. Zbl 1283.62095
Gretton, Arthur; Borgwardt, Karsten M.; Rasch, Malte J.; Schölkopf, Bernhard; Smola, Alexander
125
2012
Kernel methods in machine learning. Zbl 1151.30007
Hofmann, Thomas; Schölkopf, Bernhard; Smola, Alexander J.
123
2008
A generalized representer theorem. Zbl 0992.68088
Schölkopf, Bernhard; Herbrich, Ralf; Smola, Alex J.
113
2001
Estimating the support of a high-dimensional distribution. Zbl 1009.62029
Schölkopf, Bernhard; Platt, John C.; Shawe-Taylor, John; Smola, Alex J.; Williamson, Robert C.
113
2001
Measuring statistical dependence with Hilbert-Schmidt norms. Zbl 1168.62354
Gretton, Arthur; Bousquet, Olivier; Smola, Alex; Schölkopf, Bernhard
86
2005
Use of the zero-norm with linear models and kernel methods. Zbl 1102.68605
Weston, Jason; Elisseeff, André; Schölkopf, Bernhard; Tipping, Mike
83
2003
Hilbert space embeddings and metrics on probability measures. Zbl 1242.60005
Sriperumbudur, Bharath K.; Gretton, Arthur; Fukumizu, Kenji; Schölkopf, Bernhard; Lanckriet, Gert R. G.
74
2010
Large scale multiple kernel learning. Zbl 1222.90072
Sonnenburg, Sören; Rätsch, Gunnar; Schäfer, Christin; Schölkopf, Bernhard
57
2006
A Hilbert space embedding for distributions. Zbl 1142.68407
Smola, Alex; Gretton, Arthur; Song, Le; Schölkopf, Bernhard
55
2007
Generalization performance of regularization networks and support vector machines via entropy numbers of compact operators. Zbl 1008.62507
Williamson, Robert C.; Smola, Alex J.; Schölkopf, Bernhard
42
2001
Kernel methods for measuring independence. Zbl 1222.68208
Gretton, Arthur; Herbrich, Ralf; Smola, Alexander; Bousquet, Olivier; Schölkopf, Bernhard
41
2005
Training invariant support vector machines. Zbl 0998.68102
Decoste, Dennis; Schölkopf, Bernhard
40
2002
On a kernel-based method for pattern recognition, regression, approximation, and operator inversion. Zbl 0910.68189
Smola, A. J.; Schölkopf, B.
36
1998
Causal discovery with continuous additive noise models. Zbl 1318.68151
Peters, Jonas; Mooij, Joris M.; Janzing, Dominik; Schölkopf, Bernhard
34
2014
Kernel mean embedding of distributions: a review and beyond. Zbl 1380.68336
Muandet, Krikamol; Fukumizu, Kenji; Sriperumbudur, Bharath; Schölkopf, Bernhard
29
2017
On the empirical estimation of integral probability metrics. Zbl 1295.62035
Sriperumbudur, Bharath K.; Fukumizu, Kenji; Gretton, Arthur; Schölkopf, Bernhard; Lanckriet, Gert R. G.
23
2012
Kernel-based tests for joint independence. Zbl 1381.62105
Pfister, Niklas; Bühlmann, Peter; Schölkopf, Bernhard; Peters, Jonas
23
2018
Advances in large-margin classifiers. Zbl 0988.68145
21
2000
Advances in Kernel methods. Support vector learning. Zbl 0935.68084
20
1998
Information-geometric approach to inferring causal directions. Zbl 1248.68490
Janzing, Dominik; Mooij, Joris; Zhang, Kun; Lemeire, Jan; Zscheischler, Jakob; Daniušis, Povilas; Steudel, Bastian; Schölkopf, Bernhard
17
2012
Nonparametric regression between general Riemannian manifolds. Zbl 1195.41011
Steinke, Florian; Hein, Matthias; Schölkopf, Bernhard
14
2010
Elements of causal inference. Foundations and learning algorithms. Zbl 1416.62012
Peters, Jonas; Janzing, Dominik; Schölkopf, Bernhard
14
2017
A unifying view of Wiener and Volterra theory and polynomial kernel regression. Zbl 1127.94316
Franz, Matthias O.; Schölkopf, Bernhard
13
2006
A tutorial on \(\nu\)-support vector machines. Zbl 1097.93040
Chen, Pai-Hsuen; Lin, Chih-Jen; Schölkopf, Bernhard
13
2005
Distinguishing cause from effect using observational data: methods and benchmarks. Zbl 1360.68700
Mooij, Joris M.; Peters, Jonas; Janzing, Dominik; Zscheischler, Jakob; Schölkopf, Bernhard
13
2016
Regularized principal manifolds. Zbl 1005.68137
Smola, Alexander J.; Mika, Sebastian; Schölkopf, Bernhard; Williamson, Robert C.
11
2001
Support vector learning. Zbl 0915.68137
Schölkopf, Bernhard
11
1997
Quantifying causal influences. Zbl 1281.62030
Janzing, Dominik; Balduzzi, David; Grosse-Wentrup, Moritz; Schölkopf, Bernhard
11
2013
Causal inference using the algorithmic Markov condition. Zbl 1366.62020
Janzing, Dominik; Schölkopf, Bernhard
10
2010
Experimentally optimal \(\nu\) in support vector regression for different noise models and parameter settings. Zbl 1072.68541
Chalimourda, Athanassia; Schölkopf, Bernhard; Smola, Alex J.
9
2004
Bayesian kernel methods. Zbl 1019.68095
Smola, Alexander J.; Schölkopf, Bernhard
8
2003
Where did I take that snapshot? Scene-based homing by image matching. Zbl 0907.92037
Franz, Matthias O.; Schölkopf, Bernhard; Mallot, Hanspeter A.; Bülthoff, Heinrich H.
7
1998
Kernel mean shrinkage estimators. Zbl 1360.62134
Muandet, Krikamol; Sriperumbudur, Bharath; Fukumizu, Kenji; Gretton, Arthur; Schölkopf, Bernhard
7
2016
Maximal margin classification for metric spaces. Zbl 1094.68084
Hein, Matthias; Bousquet, Olivier; Schölkopf, Bernhard
6
2005
A direct method for building sparse kernel learning algorithms. Zbl 1222.68335
Wu, Mingrui; Schölkopf, Bernhard; Bakır, Gökhan
6
2006
Invariant models for causal transfer learning. Zbl 1461.68196
Rojas-Carulla, Mateo; Schölkopf, Bernhard; Turner, Richard; Peters, Jonas
6
2018
Kernel distribution embeddings: universal kernels, characteristic kernels and kernel metrics on distributions. Zbl 1467.62057
Simon-Gabriel, Carl-Johann; Schölkopf, Bernhard
6
2018
Similarity, kernels, and the triangle inequality. Zbl 1152.91770
Jäkel, Frank; Schölkopf, Bernhard; Wichmann, Felix A.
6
2008
Statistical learning theory: models, concepts, and results. Zbl 1267.68202
von Luxburg, Ulrike; Schölkopf, Bernhard
6
2011
Semi-supervised learning in causal and anticausal settings. Zbl 1330.68253
Schölkopf, Bernhard; Janzing, Dominik; Peters, Jonas; Sgouritsa, Eleni; Zhang, Kun; Mooij, Joris
6
2013
Kernels, regularization and differential equations. Zbl 1154.68472
Steinke, Florian; Schölkopf, Bernhard
5
2008
A compression approach to support vector model selection. Zbl 1222.68327
Von Luxburg, Ulrike; Bousquet, Olivier; Schölkopf, Bernhard
4
2004
A tutorial on kernel methods for categorization. Zbl 1207.68242
Jäkel, Frank; Schölkopf, Bernhard; Wichmann, Felix A.
4
2007
Dealing with large diagonals in kernel matrices. Zbl 1172.68584
Weston, Jason; Schölkopf, Bernhard; Eskin, Eleazar; Leslie, Christina; Noble, William Stafford
3
2003
Multi-way set enumeration in weight tensors. Zbl 1237.68144
Georgii, Elisabeth; Tsuda, Koji; Schölkopf, Bernhard
3
2011
A sober look at the unsupervised learning of disentangled representations and their evaluation. Zbl 07306898
Locatello, Francesco; Bauer, Stefan; Lucic, Mario; Raetsch, Gunnar; Gelly, Sylvain; Schölkopf, Bernhard; Bachem, Olivier
3
2020
Computing functions of random variables via reproducing kernel Hilbert space representations. Zbl 1331.62206
Schölkopf, Bernhard; Muandet, Krikamol; Fukumizu, Kenji; Harmeling, Stefan; Peters, Jonas
3
2015
Causal discovery via reproducing kernel Hilbert space embeddings. Zbl 1415.68166
Chen, Zhitang; Zhang, Kun; Chan, Laiwan; Schölkopf, Bernhard
3
2014
Statistical learning and kernel methods. Zbl 1001.68107
Schölkopf, Bernhard
2
2001
A kernel approach for learning from almost orthogonal patterns. Zbl 1020.68882
Schölkopf, Bernhard; Weston, Jason; Eskin, Eleazar; Leslie, Christina; Noble, William Stafford
2
2002
Data scarcity, robustness and extreme multi-label classification. Zbl 1493.68291
Babbar, Rohit; Schölkopf, Bernhard
2
2019
A kernel approach for learning from almost orthogonal patterns. Zbl 1014.68129
Schölkopf, Bernhard; Weston, Jason; Eskin, Eleazar; Leslie, Christina; Stafford Noble, William
1
2002
Efficient face detection by a cascaded support-vector machine expansion. Zbl 1071.68546
Romdhani, Sami; Torr, Philip; Schölkopf, Bernhard; Blake, Andrew
1
2004
Kernel methods for manifold estimation. Zbl 1170.62328
Schölkopf, Bernhard
1
2004
Handbook of statistical bioinformatics. Zbl 1258.62001
1
2011
Advances in neural information processing 18. Proceedings of the 2005 conference, Vancouver, Canada, December 2005. Zbl 1138.68499
1
2006
Robust EEG channel selection across subjects for brain-computer interfaces. Zbl 1095.92017
Schröder, Michael; Lal, Thomas Navin; Hinterberger, Thilo; Bogdan, Martin; Hill, N. Jeremy; Birbaumer, Niels; Rosenstiel, Wolfgang; Schölkopf, Bernhard
1
2005
Gravitational lensing accuracy testing 2010 (GREAT10) challenge handbook. Zbl 1228.62164
Kitching, Thomas; Balan, Sreekumar; Bernstein, Gary; Bethge, Matthias; Bridle, Sarah; Courbin, Frederic; Gentile, Marc; Heavens, Alan; Hirsch, Michael; Hosseini, Reshad; Kiessling, Alina; Amara, Adam; Kirk, Donnacha; Kuijken, Konrad; Mandelbaum, Rachel; Moghaddam, Baback; Nurbaeva, Guldariya; Paulin-Henriksson, Stephane; Rassat, Anais; Rhodes, Jason; Schölkopf, Bernhard; Shawe-Taylor, John; Gill, Mandeep; Shmakova, Marina; Taylor, Andy; Velander, Malin; Van Waerbeke, Ludovic; Witherick, Dugan; Wittman, David; Harmeling, Stefan; Heymans, Catherine; Massey, Richard; Rowe, Barnaby; Schrabback, Tim; Voigt, Lisa
1
2011
Robustifying independent component analysis by adjusting for group-wise stationary noise. Zbl 1446.62172
Pfister, Niklas; Weichwald, Sebastian; Bühlmann, Peter; Schölkopf, Bernhard
1
2019
Anticipatory action selection for human-robot table tennis. Zbl 1420.68220
Wang, Zhikun; Boularias, Abdeslam; Mülling, Katharina; Schölkopf, Bernhard; Peters, Jan
1
2017
Causal relationships between frequency bands of extracellular signals in visual cortex revealed by an information theoretic analysis. Zbl 1446.92032
Besserve, Michel; Schölkopf, Bernhard; Logothetis, Nikos K.; Panzeri, Stefano
1
2010
Pattern recognition. 26th DAGM symposium, Tübingen, Germany, August 30–September 1, 2004. Proceedings. Zbl 1142.68304
1
2004
Estimating diffusion networks: recovery conditions, sample complexity and soft-thresholding algorithm. Zbl 1369.60058
Gomez-Rodriguez, Manuel; Song, Le; Daneshmand, Hadi; Schölkopf, Bernhard
1
2016
A sober look at the unsupervised learning of disentangled representations and their evaluation. Zbl 07306898
Locatello, Francesco; Bauer, Stefan; Lucic, Mario; Raetsch, Gunnar; Gelly, Sylvain; Schölkopf, Bernhard; Bachem, Olivier
3
2020
Data scarcity, robustness and extreme multi-label classification. Zbl 1493.68291
Babbar, Rohit; Schölkopf, Bernhard
2
2019
Robustifying independent component analysis by adjusting for group-wise stationary noise. Zbl 1446.62172
Pfister, Niklas; Weichwald, Sebastian; Bühlmann, Peter; Schölkopf, Bernhard
1
2019
Kernel-based tests for joint independence. Zbl 1381.62105
Pfister, Niklas; Bühlmann, Peter; Schölkopf, Bernhard; Peters, Jonas
23
2018
Invariant models for causal transfer learning. Zbl 1461.68196
Rojas-Carulla, Mateo; Schölkopf, Bernhard; Turner, Richard; Peters, Jonas
6
2018
Kernel distribution embeddings: universal kernels, characteristic kernels and kernel metrics on distributions. Zbl 1467.62057
Simon-Gabriel, Carl-Johann; Schölkopf, Bernhard
6
2018
Kernel mean embedding of distributions: a review and beyond. Zbl 1380.68336
Muandet, Krikamol; Fukumizu, Kenji; Sriperumbudur, Bharath; Schölkopf, Bernhard
29
2017
Elements of causal inference. Foundations and learning algorithms. Zbl 1416.62012
Peters, Jonas; Janzing, Dominik; Schölkopf, Bernhard
14
2017
Anticipatory action selection for human-robot table tennis. Zbl 1420.68220
Wang, Zhikun; Boularias, Abdeslam; Mülling, Katharina; Schölkopf, Bernhard; Peters, Jan
1
2017
Distinguishing cause from effect using observational data: methods and benchmarks. Zbl 1360.68700
Mooij, Joris M.; Peters, Jonas; Janzing, Dominik; Zscheischler, Jakob; Schölkopf, Bernhard
13
2016
Kernel mean shrinkage estimators. Zbl 1360.62134
Muandet, Krikamol; Sriperumbudur, Bharath; Fukumizu, Kenji; Gretton, Arthur; Schölkopf, Bernhard
7
2016
Estimating diffusion networks: recovery conditions, sample complexity and soft-thresholding algorithm. Zbl 1369.60058
Gomez-Rodriguez, Manuel; Song, Le; Daneshmand, Hadi; Schölkopf, Bernhard
1
2016
Computing functions of random variables via reproducing kernel Hilbert space representations. Zbl 1331.62206
Schölkopf, Bernhard; Muandet, Krikamol; Fukumizu, Kenji; Harmeling, Stefan; Peters, Jonas
3
2015
Causal discovery with continuous additive noise models. Zbl 1318.68151
Peters, Jonas; Mooij, Joris M.; Janzing, Dominik; Schölkopf, Bernhard
34
2014
Causal discovery via reproducing kernel Hilbert space embeddings. Zbl 1415.68166
Chen, Zhitang; Zhang, Kun; Chan, Laiwan; Schölkopf, Bernhard
3
2014
Quantifying causal influences. Zbl 1281.62030
Janzing, Dominik; Balduzzi, David; Grosse-Wentrup, Moritz; Schölkopf, Bernhard
11
2013
Semi-supervised learning in causal and anticausal settings. Zbl 1330.68253
Schölkopf, Bernhard; Janzing, Dominik; Peters, Jonas; Sgouritsa, Eleni; Zhang, Kun; Mooij, Joris
6
2013
A kernel two-sample test. Zbl 1283.62095
Gretton, Arthur; Borgwardt, Karsten M.; Rasch, Malte J.; Schölkopf, Bernhard; Smola, Alexander
125
2012
On the empirical estimation of integral probability metrics. Zbl 1295.62035
Sriperumbudur, Bharath K.; Fukumizu, Kenji; Gretton, Arthur; Schölkopf, Bernhard; Lanckriet, Gert R. G.
23
2012
Information-geometric approach to inferring causal directions. Zbl 1248.68490
Janzing, Dominik; Mooij, Joris; Zhang, Kun; Lemeire, Jan; Zscheischler, Jakob; Daniušis, Povilas; Steudel, Bastian; Schölkopf, Bernhard
17
2012
Statistical learning theory: models, concepts, and results. Zbl 1267.68202
von Luxburg, Ulrike; Schölkopf, Bernhard
6
2011
Multi-way set enumeration in weight tensors. Zbl 1237.68144
Georgii, Elisabeth; Tsuda, Koji; Schölkopf, Bernhard
3
2011
Handbook of statistical bioinformatics. Zbl 1258.62001
1
2011
Gravitational lensing accuracy testing 2010 (GREAT10) challenge handbook. Zbl 1228.62164
Kitching, Thomas; Balan, Sreekumar; Bernstein, Gary; Bethge, Matthias; Bridle, Sarah; Courbin, Frederic; Gentile, Marc; Heavens, Alan; Hirsch, Michael; Hosseini, Reshad; Kiessling, Alina; Amara, Adam; Kirk, Donnacha; Kuijken, Konrad; Mandelbaum, Rachel; Moghaddam, Baback; Nurbaeva, Guldariya; Paulin-Henriksson, Stephane; Rassat, Anais; Rhodes, Jason; Schölkopf, Bernhard; Shawe-Taylor, John; Gill, Mandeep; Shmakova, Marina; Taylor, Andy; Velander, Malin; Van Waerbeke, Ludovic; Witherick, Dugan; Wittman, David; Harmeling, Stefan; Heymans, Catherine; Massey, Richard; Rowe, Barnaby; Schrabback, Tim; Voigt, Lisa
1
2011
Hilbert space embeddings and metrics on probability measures. Zbl 1242.60005
Sriperumbudur, Bharath K.; Gretton, Arthur; Fukumizu, Kenji; Schölkopf, Bernhard; Lanckriet, Gert R. G.
74
2010
Nonparametric regression between general Riemannian manifolds. Zbl 1195.41011
Steinke, Florian; Hein, Matthias; Schölkopf, Bernhard
14
2010
Causal inference using the algorithmic Markov condition. Zbl 1366.62020
Janzing, Dominik; Schölkopf, Bernhard
10
2010
Causal relationships between frequency bands of extracellular signals in visual cortex revealed by an information theoretic analysis. Zbl 1446.92032
Besserve, Michel; Schölkopf, Bernhard; Logothetis, Nikos K.; Panzeri, Stefano
1
2010
Kernel methods in machine learning. Zbl 1151.30007
Hofmann, Thomas; Schölkopf, Bernhard; Smola, Alexander J.
123
2008
Similarity, kernels, and the triangle inequality. Zbl 1152.91770
Jäkel, Frank; Schölkopf, Bernhard; Wichmann, Felix A.
6
2008
Kernels, regularization and differential equations. Zbl 1154.68472
Steinke, Florian; Schölkopf, Bernhard
5
2008
A Hilbert space embedding for distributions. Zbl 1142.68407
Smola, Alex; Gretton, Arthur; Song, Le; Schölkopf, Bernhard
55
2007
A tutorial on kernel methods for categorization. Zbl 1207.68242
Jäkel, Frank; Schölkopf, Bernhard; Wichmann, Felix A.
4
2007
Large scale multiple kernel learning. Zbl 1222.90072
Sonnenburg, Sören; Rätsch, Gunnar; Schäfer, Christin; Schölkopf, Bernhard
57
2006
A unifying view of Wiener and Volterra theory and polynomial kernel regression. Zbl 1127.94316
Franz, Matthias O.; Schölkopf, Bernhard
13
2006
A direct method for building sparse kernel learning algorithms. Zbl 1222.68335
Wu, Mingrui; Schölkopf, Bernhard; Bakır, Gökhan
6
2006
Advances in neural information processing 18. Proceedings of the 2005 conference, Vancouver, Canada, December 2005. Zbl 1138.68499
1
2006
Measuring statistical dependence with Hilbert-Schmidt norms. Zbl 1168.62354
Gretton, Arthur; Bousquet, Olivier; Smola, Alex; Schölkopf, Bernhard
86
2005
Kernel methods for measuring independence. Zbl 1222.68208
Gretton, Arthur; Herbrich, Ralf; Smola, Alexander; Bousquet, Olivier; Schölkopf, Bernhard
41
2005
A tutorial on \(\nu\)-support vector machines. Zbl 1097.93040
Chen, Pai-Hsuen; Lin, Chih-Jen; Schölkopf, Bernhard
13
2005
Maximal margin classification for metric spaces. Zbl 1094.68084
Hein, Matthias; Bousquet, Olivier; Schölkopf, Bernhard
6
2005
Robust EEG channel selection across subjects for brain-computer interfaces. Zbl 1095.92017
Schröder, Michael; Lal, Thomas Navin; Hinterberger, Thilo; Bogdan, Martin; Hill, N. Jeremy; Birbaumer, Niels; Rosenstiel, Wolfgang; Schölkopf, Bernhard
1
2005
Experimentally optimal \(\nu\) in support vector regression for different noise models and parameter settings. Zbl 1072.68541
Chalimourda, Athanassia; Schölkopf, Bernhard; Smola, Alex J.
9
2004
A compression approach to support vector model selection. Zbl 1222.68327
Von Luxburg, Ulrike; Bousquet, Olivier; Schölkopf, Bernhard
4
2004
Efficient face detection by a cascaded support-vector machine expansion. Zbl 1071.68546
Romdhani, Sami; Torr, Philip; Schölkopf, Bernhard; Blake, Andrew
1
2004
Kernel methods for manifold estimation. Zbl 1170.62328
Schölkopf, Bernhard
1
2004
Pattern recognition. 26th DAGM symposium, Tübingen, Germany, August 30–September 1, 2004. Proceedings. Zbl 1142.68304
1
2004
A short introduction to learning with kernels. Zbl 1019.68094
Schölkopf, Bernhard; Smola, Alexander J.
153
2003
Use of the zero-norm with linear models and kernel methods. Zbl 1102.68605
Weston, Jason; Elisseeff, André; Schölkopf, Bernhard; Tipping, Mike
83
2003
Bayesian kernel methods. Zbl 1019.68095
Smola, Alexander J.; Schölkopf, Bernhard
8
2003
Dealing with large diagonals in kernel matrices. Zbl 1172.68584
Weston, Jason; Schölkopf, Bernhard; Eskin, Eleazar; Leslie, Christina; Noble, William Stafford
3
2003
Training invariant support vector machines. Zbl 0998.68102
Decoste, Dennis; Schölkopf, Bernhard
40
2002
A kernel approach for learning from almost orthogonal patterns. Zbl 1020.68882
Schölkopf, Bernhard; Weston, Jason; Eskin, Eleazar; Leslie, Christina; Noble, William Stafford
2
2002
A kernel approach for learning from almost orthogonal patterns. Zbl 1014.68129
Schölkopf, Bernhard; Weston, Jason; Eskin, Eleazar; Leslie, Christina; Stafford Noble, William
1
2002
A generalized representer theorem. Zbl 0992.68088
Schölkopf, Bernhard; Herbrich, Ralf; Smola, Alex J.
113
2001
Estimating the support of a high-dimensional distribution. Zbl 1009.62029
Schölkopf, Bernhard; Platt, John C.; Shawe-Taylor, John; Smola, Alex J.; Williamson, Robert C.
113
2001
Generalization performance of regularization networks and support vector machines via entropy numbers of compact operators. Zbl 1008.62507
Williamson, Robert C.; Smola, Alex J.; Schölkopf, Bernhard
42
2001
Regularized principal manifolds. Zbl 1005.68137
Smola, Alexander J.; Mika, Sebastian; Schölkopf, Bernhard; Williamson, Robert C.
11
2001
Statistical learning and kernel methods. Zbl 1001.68107
Schölkopf, Bernhard
2
2001
Advances in large-margin classifiers. Zbl 0988.68145
21
2000
On a kernel-based method for pattern recognition, regression, approximation, and operator inversion. Zbl 0910.68189
Smola, A. J.; Schölkopf, B.
36
1998
Advances in Kernel methods. Support vector learning. Zbl 0935.68084
20
1998
Where did I take that snapshot? Scene-based homing by image matching. Zbl 0907.92037
Franz, Matthias O.; Schölkopf, Bernhard; Mallot, Hanspeter A.; Bülthoff, Heinrich H.
7
1998
Support vector learning. Zbl 0915.68137
Schölkopf, Bernhard
11
1997
all top 5

Cited by 2,541 Authors

18 Schölkopf, Bernhard
14 Sugiyama, Masashi
13 Suykens, Johan A. K.
12 Bühlmann, Peter
12 Fukumizu, Kenji
12 Peters, Jonas
11 Pillonetto, Gianluigi
8 Gretton, Arthur
8 Sriperumbudur, Bharath K.
7 Blanchard, Gilles
7 Gaudioso, Manlio
7 Le Thi, Hoai An
7 Oates, Chris J.
7 Príncipe, José Carlos
7 Zhang, Haizhang
6 Carrizosa, Emilio
6 Chan, Laiwan
6 Chung, Fu-Lai
6 Ghosh, Anil Kumar
6 Pham Dinh Tao
6 Steinwart, Ingo
6 Suzuki, Taiji
6 Yamada, Makoto
5 Chen, Dirong
5 De Nicolao, Giuseppe
5 Jørgensen, Palle E. T.
5 Kanagawa, Motonobu
5 Kim, Ilmun
5 Mangasarian, Olvi L.
5 Paterlini, Sandra
5 Wang, Shitong
5 Xiang, Dao-Hong
5 Xu, Yuesheng
4 Astorino, Annabella
4 Bousquet, Olivier
4 Cao, Feilong
4 Chen, Yunmei
4 Chen, Zhitang
4 Christmann, Andreas
4 Girolami, Mark A.
4 Giuzio, Margherita
4 Griebel, Michael
4 Hwang, Changha
4 Janzing, Dominik
4 Jordan, Michael Irwin
4 Kanamori, Takafumi
4 Klus, Stefan
4 Loubes, Jean-Michel
4 Meinshausen, Nicolai
4 Meintanis, Simos G.
4 Neumann, Gerhard
4 Owhadi, Houman
4 Pahikkala, Tapio
4 Park, Gunwoong
4 Pfister, Niklas
4 Rinaldi, Francesco
4 Rosasco, Lorenzo A.
4 Schnörr, Christoph
4 Sejdinovic, Dino
4 Steel, Sarel J.
4 Takeda, Akiko
4 Tian, Yingjie
4 Trafalis, Theodore B.
4 Tsang, Ivor Wai-Hung
4 Unser, Michael A.
4 Zhang, Yongquan
4 Zhang, Zhihua
4 Zhigljavsky, Anatoly A.
3 Ay, Nihat
3 Bachoc, François
3 Boberg, Jorma
3 Briol, François-Xavier
3 Debruyne, Michiel
3 Ernest, Jan
3 Fauvel, Mathieu
3 Fuduli, Antonio
3 Girard, Stéphane
3 Goberna, Miguel Angel
3 Goldberg, Yair
3 Gorgone, Enrico
3 Gotoh, Jun-ya
3 Gu, Bin
3 Haasdonk, Bernard
3 Hao, Peiyi
3 Hashimoto, Yuka
3 Hinton, Geoffrey Everest
3 Izbicki, Rafael
3 Jäkel, Frank
3 Kaden, Marika
3 Kwok, James T.
3 Lai, Tingyu
3 Lanckriet, Gert R. G.
3 Le, Hoai Minh
3 Lee, Jaewook
3 Lin, Zhenhua
3 Louw, Nelmarie
3 Lu, Xinyang
3 Lv, Shaogao
3 Marrel, Amandine
3 Marron, James Stephen
...and 2,441 more Authors
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Cited in 251 Serials

94 Machine Learning
51 Pattern Recognition
47 The Annals of Statistics
42 Neural Computation
40 Journal of Machine Learning Research (JMLR)
37 Neural Networks
33 Information Sciences
24 Electronic Journal of Statistics
23 Computational Statistics and Data Analysis
22 Statistics and Computing
19 Journal of Multivariate Analysis
18 Automatica
16 Data Mining and Knowledge Discovery
15 Statistical Science
15 Bernoulli
15 The Annals of Applied Statistics
13 European Journal of Operational Research
12 Journal of the American Statistical Association
10 Journal of Global Optimization
10 Mathematical Problems in Engineering
8 Biological Cybernetics
8 Journal of Computational and Applied Mathematics
8 Journal of Complexity
8 Signal Processing
8 Annals of Operations Research
8 Computational Statistics
8 Communications in Statistics. Simulation and Computation
8 Computational Optimization and Applications
8 International Journal of Computer Vision
8 Advances in Computational Mathematics
8 Chaos
8 Advances in Data Analysis and Classification. ADAC
8 Statistical Analysis and Data Mining
8 SIAM/ASA Journal on Uncertainty Quantification
7 Artificial Intelligence
7 Journal of Mathematical Psychology
7 Theoretical Computer Science
7 Journal of Mathematical Imaging and Vision
7 Applied and Computational Harmonic Analysis
7 Computational Management Science
6 Computer Methods in Applied Mechanics and Engineering
6 Journal of Computational Physics
6 Journal of Optimization Theory and Applications
6 Statistics & Probability Letters
6 Soft Computing
6 Journal of Applied Statistics
6 International Journal of Applied Mathematics and Computer Science
6 Analysis and Applications (Singapore)
6 Journal of the Korean Statistical Society
5 Computers & Mathematics with Applications
5 Journal of Mathematical Analysis and Applications
5 Physica A
5 Annals of the Institute of Statistical Mathematics
5 Fuzzy Sets and Systems
5 Journal of Statistical Planning and Inference
5 Computers & Operations Research
5 International Journal of Approximate Reasoning
5 Journal of Statistical Computation and Simulation
5 Mathematical Programming. Series A. Series B
5 Top
5 Statistica Sinica
5 Annals of Mathematics and Artificial Intelligence
5 Journal of Nonparametric Statistics
5 Optimization Methods & Software
5 Foundations of Computational Mathematics
5 SIAM Journal on Mathematics of Data Science
4 Applied Mathematics and Computation
4 Journal of Econometrics
4 SIAM Journal on Matrix Analysis and Applications
4 SIAM Journal on Scientific Computing
4 Computational & Mathematical Methods in Medicine
4 Mathematical Geosciences
4 Journal of Computational and Graphical Statistics
3 Inverse Problems
3 Physics Letters. A
3 Statistics
3 Journal of Scientific Computing
3 Automation and Remote Control
3 Journal of Nonlinear Science
3 Statistical Papers
3 Nonlinear Dynamics
3 Acta Mathematica Sinica. English Series
3 Stochastic Environmental Research and Risk Assessment
3 Quantitative Finance
3 Optimization Letters
3 Science China. Mathematics
2 Discrete Applied Mathematics
2 International Journal for Numerical and Analytical Methods in Geomechanics
2 International Journal of Systems Science
2 Chaos, Solitons and Fractals
2 Computing
2 Journal of Approximation Theory
2 Kybernetika
2 Journal of Classification
2 Constructive Approximation
2 Journal of Computer Science and Technology
2 New Generation Computing
2 Discrete & Computational Geometry
2 Econometric Reviews
2 Journal of Intelligent & Robotic Systems
...and 151 more Serials
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Cited in 44 Fields

637 Statistics (62-XX)
602 Computer science (68-XX)
124 Operations research, mathematical programming (90-XX)
118 Numerical analysis (65-XX)
82 Functional analysis (46-XX)
73 Probability theory and stochastic processes (60-XX)
47 Biology and other natural sciences (92-XX)
40 Game theory, economics, finance, and other social and behavioral sciences (91-XX)
37 Information and communication theory, circuits (94-XX)
36 Systems theory; control (93-XX)
26 Calculus of variations and optimal control; optimization (49-XX)
25 Operator theory (47-XX)
21 Harmonic analysis on Euclidean spaces (42-XX)
19 Geophysics (86-XX)
18 Approximations and expansions (41-XX)
16 Dynamical systems and ergodic theory (37-XX)
15 Combinatorics (05-XX)
11 Linear and multilinear algebra; matrix theory (15-XX)
10 Quantum theory (81-XX)
9 Partial differential equations (35-XX)
9 Statistical mechanics, structure of matter (82-XX)
8 Differential geometry (53-XX)
8 Mechanics of deformable solids (74-XX)
5 Fluid mechanics (76-XX)
4 Ordinary differential equations (34-XX)
4 Mechanics of particles and systems (70-XX)
3 General and overarching topics; collections (00-XX)
3 Integral equations (45-XX)
3 Convex and discrete geometry (52-XX)
3 Algebraic topology (55-XX)
3 Astronomy and astrophysics (85-XX)
2 History and biography (01-XX)
2 Mathematical logic and foundations (03-XX)
2 Real functions (26-XX)
2 Measure and integration (28-XX)
2 Potential theory (31-XX)
2 Abstract harmonic analysis (43-XX)
2 Optics, electromagnetic theory (78-XX)
1 Commutative algebra (13-XX)
1 Algebraic geometry (14-XX)
1 Functions of a complex variable (30-XX)
1 Several complex variables and analytic spaces (32-XX)
1 General topology (54-XX)
1 Global analysis, analysis on manifolds (58-XX)

Citations by Year

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