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Generalization Performance of Support Vector Machines and Other Pattern Classifiers BOOK CHAPTER published 1 December 1998 in Advances in Kernel Methods |
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Spectral Kernel Methods for Clustering BOOK CHAPTER published 8 November 2002 in Advances in Neural Information Processing Systems 14 |
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Tighter PAC-Bayes Bounds BOOK CHAPTER published 7 September 2007 in Advances in Neural Information Processing Systems 19 |
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On the Concentration of Spectral Properties BOOK CHAPTER published 8 November 2002 in Advances in Neural Information Processing Systems 14 |
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On Kernel-Target Alignment BOOK CHAPTER published 8 November 2002 in Advances in Neural Information Processing Systems 14 |
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Selection Criteria for Neuromanifolds of Stochastic Dynamics BOOK CHAPTER published 2013 in Advances in Cognitive Neurodynamics (III) |
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AdaBoost is Consistent BOOK CHAPTER published 7 September 2007 in Advances in Neural Information Processing Systems 19 |
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Multivariate Bandits and Their Applications BOOK CHAPTER published 2010 in Intelligent Information Processing V |
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Cross-Validation, Bootstrap, and Support Vector Machines JOURNAL ARTICLE published 27 July 2011 in Advances in Artificial Neural Systems |
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Sample complexity of policy search with known dynamics BOOK CHAPTER published 7 September 2007 in Advances in Neural Information Processing Systems 19 |
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Support Vector Machines on a Budget BOOK CHAPTER published 7 September 2007 in Advances in Neural Information Processing Systems 19 |
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Escaping the Convex Hull with Extrapolated Vector Machines BOOK CHAPTER published 8 November 2002 in Advances in Neural Information Processing Systems 14 |
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Simplifying Mixture Models through Function Approximation BOOK CHAPTER published 7 September 2007 in Advances in Neural Information Processing Systems 19 |
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Incorporating Invariances in Nonlinear Support Vector Machines BOOK CHAPTER published 8 November 2002 in Advances in Neural Information Processing Systems 14 |
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Fuzzy Restricted Boltzmann Machines BOOK CHAPTER published 2018 in Fuzzy Logic in Intelligent System Design |
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Adaptive Nearest Neighbor Classification using Support Vector Machines BOOK CHAPTER published 8 November 2002 in Advances in Neural Information Processing Systems 14 |
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Multi-view Restricted Boltzmann Machines with Posterior Consistency BOOK CHAPTER published 2018 in IFIP Advances in Information and Communication Technology |
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Graph Laplacian Regularization for Large-Scale Semidefinite Programming BOOK CHAPTER published 7 September 2007 in Advances in Neural Information Processing Systems 19 |
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Asymptotic Universality for Learning Curves of Support Vector Machines BOOK CHAPTER published 8 November 2002 in Advances in Neural Information Processing Systems 14 |
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Kernel Machines and Boolean Functions BOOK CHAPTER published 8 November 2002 in Advances in Neural Information Processing Systems 14 |