A kernel two-sample test. Zbl 1283.62095
Gretton, Arthur; Borgwardt, Karsten M.; Rasch, Malte J.; Schölkopf, Bernhard; Smola, Alexander |
|
2012
|
Kernel methods in machine learning. Zbl 1151.30007
Hofmann, Thomas; Schölkopf, Bernhard; Smola, Alexander J. |
|
2008
|
A generalized representer theorem. Zbl 0992.68088
Schölkopf, Bernhard; Herbrich, Ralf; Smola, Alex J. |
|
2001
|
A short introduction to learning with kernels. Zbl 1019.68094
Schölkopf, Bernhard; Smola, Alexander J. |
|
2003
|
Measuring statistical dependence with Hilbert-Schmidt norms. Zbl 1168.62354
Gretton, Arthur; Bousquet, Olivier; Smola, Alex; Schölkopf, Bernhard |
|
2005
|
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. |
|
2001
|
Hilbert space embeddings and metrics on probability measures. Zbl 1242.60005
Sriperumbudur, Bharath K.; Gretton, Arthur; Fukumizu, Kenji; Schölkopf, Bernhard; Lanckriet, Gert R. G. |
|
2010
|
Use of the zero-norm with linear models and kernel methods. Zbl 1102.68605
Weston, Jason; Elisseeff, André; Schölkopf, Bernhard; Tipping, Mike |
|
2003
|
A Hilbert space embedding for distributions. Zbl 1142.68407
Smola, Alex; Gretton, Arthur; Song, Le; Schölkopf, Bernhard |
|
2007
|
Kernel mean embedding of distributions: a review and beyond. Zbl 1380.68336
Muandet, Krikamol; Fukumizu, Kenji; Sriperumbudur, Bharath; Schölkopf, Bernhard |
|
2017
|
Large scale multiple kernel learning. Zbl 1222.90072
Sonnenburg, Sören; Rätsch, Gunnar; Schäfer, Christin; Schölkopf, Bernhard |
|
2006
|
Advances in large-margin classifiers. Zbl 0988.68145
|
|
2000
|
Elements of causal inference. Foundations and learning algorithms. Zbl 1416.62012
Peters, Jonas; Janzing, Dominik; Schölkopf, Bernhard |
|
2017
|
Advances in Kernel methods. Support vector learning. Zbl 0935.68084
|
|
1998
|
Kernel methods for measuring independence. Zbl 1222.68208
Gretton, Arthur; Herbrich, Ralf; Smola, Alexander; Bousquet, Olivier; Schölkopf, Bernhard |
|
2005
|
Causal discovery with continuous additive noise models. Zbl 1318.68151
Peters, Jonas; Mooij, Joris M.; Janzing, Dominik; Schölkopf, Bernhard |
|
2014
|
Kernel-based tests for joint independence. Zbl 1381.62105
Pfister, Niklas; Bühlmann, Peter; Schölkopf, Bernhard; Peters, Jonas |
|
2018
|
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 |
|
2001
|
Training invariant support vector machines. Zbl 0998.68102
Decoste, Dennis; Schölkopf, Bernhard |
|
2002
|
On a kernel-based method for pattern recognition, regression, approximation, and operator inversion. Zbl 0910.68189
Smola, A. J.; Schölkopf, B. |
|
1998
|
On the empirical estimation of integral probability metrics. Zbl 1295.62035
Sriperumbudur, Bharath K.; Fukumizu, Kenji; Gretton, Arthur; Schölkopf, Bernhard; Lanckriet, Gert R. G. |
|
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 |
|
2012
|
Distinguishing cause from effect using observational data: methods and benchmarks. Zbl 1360.68700
Mooij, Joris M.; Peters, Jonas; Janzing, Dominik; Zscheischler, Jakob; Schölkopf, Bernhard |
|
2016
|
Kernel distribution embeddings: universal kernels, characteristic kernels and kernel metrics on distributions. Zbl 1467.62057
Simon-Gabriel, Carl-Johann; Schölkopf, Bernhard |
|
2018
|
Nonparametric regression between general Riemannian manifolds. Zbl 1195.41011
Steinke, Florian; Hein, Matthias; Schölkopf, Bernhard |
|
2010
|
Support vector learning. Zbl 0915.68137
Schölkopf, Bernhard |
|
1997
|
A tutorial on \(\nu\)-support vector machines. Zbl 1097.93040
Chen, Pai-Hsuen; Lin, Chih-Jen; Schölkopf, Bernhard |
|
2005
|
Quantifying causal influences. Zbl 1281.62030
Janzing, Dominik; Balduzzi, David; Grosse-Wentrup, Moritz; Schölkopf, Bernhard |
|
2013
|
Causal inference using the algorithmic Markov condition. Zbl 1366.62020
Janzing, Dominik; Schölkopf, Bernhard |
|
2010
|
Statistical learning theory: models, concepts, and results. Zbl 1267.68202
von Luxburg, Ulrike; Schölkopf, Bernhard |
|
2011
|
A unifying view of Wiener and Volterra theory and polynomial kernel regression. Zbl 1127.94316
Franz, Matthias O.; Schölkopf, Bernhard |
|
2006
|
Regularized principal manifolds. Zbl 1005.68137
Smola, Alexander J.; Mika, Sebastian; Schölkopf, Bernhard; Williamson, Robert C. |
|
2001
|
Kernel mean shrinkage estimators. Zbl 1360.62134
Muandet, Krikamol; Sriperumbudur, Bharath; Fukumizu, Kenji; Gretton, Arthur; Schölkopf, Bernhard |
|
2016
|
Invariant models for causal transfer learning. Zbl 1461.68196
Rojas-Carulla, Mateo; Schölkopf, Bernhard; Turner, Richard; Peters, Jonas |
|
2018
|
Semi-supervised learning in causal and anticausal settings. Zbl 1330.68253
Schölkopf, Bernhard; Janzing, Dominik; Peters, Jonas; Sgouritsa, Eleni; Zhang, Kun; Mooij, Joris |
|
2013
|
Experimentally optimal \(\nu\) in support vector regression for different noise models and parameter settings. Zbl 1072.68541
Chalimourda, Athanassia; Schölkopf, Bernhard; Smola, Alex J. |
|
2004
|
A direct method for building sparse kernel learning algorithms. Zbl 1222.68335
Wu, Mingrui; Schölkopf, Bernhard; Bakır, Gökhan |
|
2006
|
Bayesian kernel methods. Zbl 1019.68095
Smola, Alexander J.; Schölkopf, Bernhard |
|
2003
|
Maximal margin classification for metric spaces. Zbl 1094.68084
Hein, Matthias; Bousquet, Olivier; Schölkopf, Bernhard |
|
2005
|
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. |
|
1998
|
Similarity, kernels, and the triangle inequality. Zbl 1152.91770
Jäkel, Frank; Schölkopf, Bernhard; Wichmann, Felix A. |
|
2008
|
Causality for machine learning. Zbl 07672269
Schölkopf, Bernhard |
|
2022
|
Data scarcity, robustness and extreme multi-label classification. Zbl 1493.68291
Babbar, Rohit; Schölkopf, Bernhard |
|
2019
|
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 |
|
2010
|
A sober look at the unsupervised learning of disentangled representations and their evaluation. Zbl 1529.68261
Locatello, Francesco; Bauer, Stefan; Lucic, Mario; Raetsch, Gunnar; Gelly, Sylvain; Schölkopf, Bernhard; Bachem, Olivier |
|
2020
|
A compression approach to support vector model selection. Zbl 1222.68327
Von Luxburg, Ulrike; Bousquet, Olivier; Schölkopf, Bernhard |
|
2004
|
A tutorial on kernel methods for categorization. Zbl 1207.68242
Jäkel, Frank; Schölkopf, Bernhard; Wichmann, Felix A. |
|
2007
|
Kernels, regularization and differential equations. Zbl 1154.68472
Steinke, Florian; Schölkopf, Bernhard |
|
2008
|
Causal discovery via reproducing kernel Hilbert space embeddings. Zbl 1415.68166
Chen, Zhitang; Zhang, Kun; Chan, Laiwan; Schölkopf, Bernhard |
|
2014
|
Causal discovery from heterogeneous/nonstationary data. Zbl 1502.68256
Huang, Biwei; Zhang, Kun; Zhang, Jiji; Ramsey, Joseph; Sanchez-Romero, Ruben; Glymour, Clark; Schölkopf, Bernhard |
|
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 |
|
2015
|
Robustifying independent component analysis by adjusting for group-wise stationary noise. Zbl 1446.62172
Pfister, Niklas; Weichwald, Sebastian; Bühlmann, Peter; Schölkopf, Bernhard |
|
2019
|
Empirical inference. Festschrift in honor of Vladimir N. Vapnik. Zbl 1280.68040
|
|
2013
|
Advances in neural information processing systems 19. Proceedings of the 2006 conference, Vancouver, BC, Canada, December 4–6, 2006. Zbl 1157.68432
|
|
2007
|
Handbook of statistical bioinformatics. Zbl 1258.62001
|
|
2011
|
Multi-way set enumeration in weight tensors. Zbl 1237.68144
Georgii, Elisabeth; Tsuda, Koji; Schölkopf, Bernhard |
|
2011
|
Statistical learning and kernel methods. Zbl 1001.68107
Schölkopf, Bernhard |
|
2001
|
Dealing with large diagonals in kernel matrices. Zbl 1172.68584
Weston, Jason; Schölkopf, Bernhard; Eskin, Eleazar; Leslie, Christina; Noble, William Stafford |
|
2003
|
Estimating diffusion networks: recovery conditions, sample complexity and soft-thresholding algorithm. Zbl 1369.60058
Gomez-Rodriguez, Manuel; Song, Le; Daneshmand, Hadi; Schölkopf, Bernhard |
|
2016
|
Advances in neural information processing 18. Proceedings of the 2005 conference, Vancouver, Canada, December 2005. Zbl 1138.68499
|
|
2006
|
A kernel approach for learning from almost orthogonal patterns. Zbl 1020.68882
Schölkopf, Bernhard; Weston, Jason; Eskin, Eleazar; Leslie, Christina; Noble, William Stafford |
|
2002
|
Prototype classification: Insights from machine learning. Zbl 1178.68414
Graf, Arnulf B. A.; Bousquet, Olivier; Rätsch, Gunnar; Schölkopf, Bernhard |
|
2009
|
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 |
|
2011
|
Pattern recognition. 26th DAGM symposium, Tübingen, Germany, August 30–September 1, 2004. Proceedings. Zbl 1142.68304
|
|
2004
|
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 |
|
2005
|
Enhancing human learning via spaced repetition optimization. Zbl 1417.62340
Tabibian, Behzad; Upadhyay, Utkarsh; De, Abir; Zarezade, Ali; Schölkopf, Bernhard; Gomez-Rodriguez, Manuel |
|
2019
|
Efficient face detection by a cascaded support-vector machine expansion. Zbl 1071.68546
Romdhani, Sami; Torr, Philip; Schölkopf, Bernhard; Blake, Andrew |
|
2004
|
Learning theory and kernel machines. 16th annual conference on learning theory and 7th kernel workshop, COLT/Kernel 2003, Washington, DC, USA, August 24–27, 2003. Proceedings. Zbl 1026.00028
|
|
2003
|
A kernel approach for learning from almost orthogonal patterns. Zbl 1014.68129
Schölkopf, Bernhard; Weston, Jason; Eskin, Eleazar; Leslie, Christina; Stafford Noble, William |
|
2002
|
Kernel methods for manifold estimation. Zbl 1170.62328
Schölkopf, Bernhard |
|
2004
|
Semi-supervised interpolation in an anticausal learning scenario. Zbl 1351.68217
Janzing, Dominik; Schölkopf, Bernhard |
|
2015
|
Anticipatory action selection for human-robot table tennis. Zbl 1420.68220
Wang, Zhikun; Boularias, Abdeslam; Mülling, Katharina; Schölkopf, Bernhard; Peters, Jan |
|
2017
|
Causality for machine learning. Zbl 07672269
Schölkopf, Bernhard |
|
2022
|
A sober look at the unsupervised learning of disentangled representations and their evaluation. Zbl 1529.68261
Locatello, Francesco; Bauer, Stefan; Lucic, Mario; Raetsch, Gunnar; Gelly, Sylvain; Schölkopf, Bernhard; Bachem, Olivier |
|
2020
|
Causal discovery from heterogeneous/nonstationary data. Zbl 1502.68256
Huang, Biwei; Zhang, Kun; Zhang, Jiji; Ramsey, Joseph; Sanchez-Romero, Ruben; Glymour, Clark; Schölkopf, Bernhard |
|
2020
|
Data scarcity, robustness and extreme multi-label classification. Zbl 1493.68291
Babbar, Rohit; Schölkopf, Bernhard |
|
2019
|
Robustifying independent component analysis by adjusting for group-wise stationary noise. Zbl 1446.62172
Pfister, Niklas; Weichwald, Sebastian; Bühlmann, Peter; Schölkopf, Bernhard |
|
2019
|
Enhancing human learning via spaced repetition optimization. Zbl 1417.62340
Tabibian, Behzad; Upadhyay, Utkarsh; De, Abir; Zarezade, Ali; Schölkopf, Bernhard; Gomez-Rodriguez, Manuel |
|
2019
|
Kernel-based tests for joint independence. Zbl 1381.62105
Pfister, Niklas; Bühlmann, Peter; Schölkopf, Bernhard; Peters, Jonas |
|
2018
|
Kernel distribution embeddings: universal kernels, characteristic kernels and kernel metrics on distributions. Zbl 1467.62057
Simon-Gabriel, Carl-Johann; Schölkopf, Bernhard |
|
2018
|
Invariant models for causal transfer learning. Zbl 1461.68196
Rojas-Carulla, Mateo; Schölkopf, Bernhard; Turner, Richard; Peters, Jonas |
|
2018
|
Kernel mean embedding of distributions: a review and beyond. Zbl 1380.68336
Muandet, Krikamol; Fukumizu, Kenji; Sriperumbudur, Bharath; Schölkopf, Bernhard |
|
2017
|
Elements of causal inference. Foundations and learning algorithms. Zbl 1416.62012
Peters, Jonas; Janzing, Dominik; Schölkopf, Bernhard |
|
2017
|
Anticipatory action selection for human-robot table tennis. Zbl 1420.68220
Wang, Zhikun; Boularias, Abdeslam; Mülling, Katharina; Schölkopf, Bernhard; Peters, Jan |
|
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 |
|
2016
|
Kernel mean shrinkage estimators. Zbl 1360.62134
Muandet, Krikamol; Sriperumbudur, Bharath; Fukumizu, Kenji; Gretton, Arthur; Schölkopf, Bernhard |
|
2016
|
Estimating diffusion networks: recovery conditions, sample complexity and soft-thresholding algorithm. Zbl 1369.60058
Gomez-Rodriguez, Manuel; Song, Le; Daneshmand, Hadi; Schölkopf, Bernhard |
|
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 |
|
2015
|
Semi-supervised interpolation in an anticausal learning scenario. Zbl 1351.68217
Janzing, Dominik; Schölkopf, Bernhard |
|
2015
|
Causal discovery with continuous additive noise models. Zbl 1318.68151
Peters, Jonas; Mooij, Joris M.; Janzing, Dominik; Schölkopf, Bernhard |
|
2014
|
Causal discovery via reproducing kernel Hilbert space embeddings. Zbl 1415.68166
Chen, Zhitang; Zhang, Kun; Chan, Laiwan; Schölkopf, Bernhard |
|
2014
|
Quantifying causal influences. Zbl 1281.62030
Janzing, Dominik; Balduzzi, David; Grosse-Wentrup, Moritz; Schölkopf, Bernhard |
|
2013
|
Semi-supervised learning in causal and anticausal settings. Zbl 1330.68253
Schölkopf, Bernhard; Janzing, Dominik; Peters, Jonas; Sgouritsa, Eleni; Zhang, Kun; Mooij, Joris |
|
2013
|
Empirical inference. Festschrift in honor of Vladimir N. Vapnik. Zbl 1280.68040
|
|
2013
|
A kernel two-sample test. Zbl 1283.62095
Gretton, Arthur; Borgwardt, Karsten M.; Rasch, Malte J.; Schölkopf, Bernhard; Smola, Alexander |
|
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. |
|
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 |
|
2012
|
Statistical learning theory: models, concepts, and results. Zbl 1267.68202
von Luxburg, Ulrike; Schölkopf, Bernhard |
|
2011
|
Handbook of statistical bioinformatics. Zbl 1258.62001
|
|
2011
|
Multi-way set enumeration in weight tensors. Zbl 1237.68144
Georgii, Elisabeth; Tsuda, Koji; Schölkopf, Bernhard |
|
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 |
|
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. |
|
2010
|
Nonparametric regression between general Riemannian manifolds. Zbl 1195.41011
Steinke, Florian; Hein, Matthias; Schölkopf, Bernhard |
|
2010
|
Causal inference using the algorithmic Markov condition. Zbl 1366.62020
Janzing, Dominik; Schölkopf, Bernhard |
|
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 |
|
2010
|
Prototype classification: Insights from machine learning. Zbl 1178.68414
Graf, Arnulf B. A.; Bousquet, Olivier; Rätsch, Gunnar; Schölkopf, Bernhard |
|
2009
|
Kernel methods in machine learning. Zbl 1151.30007
Hofmann, Thomas; Schölkopf, Bernhard; Smola, Alexander J. |
|
2008
|
Similarity, kernels, and the triangle inequality. Zbl 1152.91770
Jäkel, Frank; Schölkopf, Bernhard; Wichmann, Felix A. |
|
2008
|
Kernels, regularization and differential equations. Zbl 1154.68472
Steinke, Florian; Schölkopf, Bernhard |
|
2008
|
A Hilbert space embedding for distributions. Zbl 1142.68407
Smola, Alex; Gretton, Arthur; Song, Le; Schölkopf, Bernhard |
|
2007
|
A tutorial on kernel methods for categorization. Zbl 1207.68242
Jäkel, Frank; Schölkopf, Bernhard; Wichmann, Felix A. |
|
2007
|
Advances in neural information processing systems 19. Proceedings of the 2006 conference, Vancouver, BC, Canada, December 4–6, 2006. Zbl 1157.68432
|
|
2007
|
Large scale multiple kernel learning. Zbl 1222.90072
Sonnenburg, Sören; Rätsch, Gunnar; Schäfer, Christin; Schölkopf, Bernhard |
|
2006
|
A unifying view of Wiener and Volterra theory and polynomial kernel regression. Zbl 1127.94316
Franz, Matthias O.; Schölkopf, Bernhard |
|
2006
|
A direct method for building sparse kernel learning algorithms. Zbl 1222.68335
Wu, Mingrui; Schölkopf, Bernhard; Bakır, Gökhan |
|
2006
|
Advances in neural information processing 18. Proceedings of the 2005 conference, Vancouver, Canada, December 2005. Zbl 1138.68499
|
|
2006
|
Measuring statistical dependence with Hilbert-Schmidt norms. Zbl 1168.62354
Gretton, Arthur; Bousquet, Olivier; Smola, Alex; Schölkopf, Bernhard |
|
2005
|
Kernel methods for measuring independence. Zbl 1222.68208
Gretton, Arthur; Herbrich, Ralf; Smola, Alexander; Bousquet, Olivier; Schölkopf, Bernhard |
|
2005
|
A tutorial on \(\nu\)-support vector machines. Zbl 1097.93040
Chen, Pai-Hsuen; Lin, Chih-Jen; Schölkopf, Bernhard |
|
2005
|
Maximal margin classification for metric spaces. Zbl 1094.68084
Hein, Matthias; Bousquet, Olivier; Schölkopf, Bernhard |
|
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 |
|
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. |
|
2004
|
A compression approach to support vector model selection. Zbl 1222.68327
Von Luxburg, Ulrike; Bousquet, Olivier; Schölkopf, Bernhard |
|
2004
|
Pattern recognition. 26th DAGM symposium, Tübingen, Germany, August 30–September 1, 2004. Proceedings. Zbl 1142.68304
|
|
2004
|
Efficient face detection by a cascaded support-vector machine expansion. Zbl 1071.68546
Romdhani, Sami; Torr, Philip; Schölkopf, Bernhard; Blake, Andrew |
|
2004
|
Kernel methods for manifold estimation. Zbl 1170.62328
Schölkopf, Bernhard |
|
2004
|
A short introduction to learning with kernels. Zbl 1019.68094
Schölkopf, Bernhard; Smola, Alexander J. |
|
2003
|
Use of the zero-norm with linear models and kernel methods. Zbl 1102.68605
Weston, Jason; Elisseeff, André; Schölkopf, Bernhard; Tipping, Mike |
|
2003
|
Bayesian kernel methods. Zbl 1019.68095
Smola, Alexander J.; Schölkopf, Bernhard |
|
2003
|
Dealing with large diagonals in kernel matrices. Zbl 1172.68584
Weston, Jason; Schölkopf, Bernhard; Eskin, Eleazar; Leslie, Christina; Noble, William Stafford |
|
2003
|
Learning theory and kernel machines. 16th annual conference on learning theory and 7th kernel workshop, COLT/Kernel 2003, Washington, DC, USA, August 24–27, 2003. Proceedings. Zbl 1026.00028
|
|
2003
|
Training invariant support vector machines. Zbl 0998.68102
Decoste, Dennis; Schölkopf, Bernhard |
|
2002
|
A kernel approach for learning from almost orthogonal patterns. Zbl 1020.68882
Schölkopf, Bernhard; Weston, Jason; Eskin, Eleazar; Leslie, Christina; Noble, William Stafford |
|
2002
|
A kernel approach for learning from almost orthogonal patterns. Zbl 1014.68129
Schölkopf, Bernhard; Weston, Jason; Eskin, Eleazar; Leslie, Christina; Stafford Noble, William |
|
2002
|
A generalized representer theorem. Zbl 0992.68088
Schölkopf, Bernhard; Herbrich, Ralf; Smola, Alex J. |
|
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. |
|
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 |
|
2001
|
Regularized principal manifolds. Zbl 1005.68137
Smola, Alexander J.; Mika, Sebastian; Schölkopf, Bernhard; Williamson, Robert C. |
|
2001
|
Statistical learning and kernel methods. Zbl 1001.68107
Schölkopf, Bernhard |
|
2001
|
Advances in large-margin classifiers. Zbl 0988.68145
|
|
2000
|
Advances in Kernel methods. Support vector learning. Zbl 0935.68084
|
|
1998
|
On a kernel-based method for pattern recognition, regression, approximation, and operator inversion. Zbl 0910.68189
Smola, A. J.; Schölkopf, B. |
|
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. |
|
1998
|
Support vector learning. Zbl 0915.68137
Schölkopf, Bernhard |
|
1997
|