Empirical Inference

Publications

2013

David McAllester, Takintayo Akinbiyi
PAC-Bayesian Theory. Empirical Inference (2013)
Robert C. Williamson
Loss Functions. Empirical Inference (2013)
Jason Weston
Statistical Learning Theory in Practice. Empirical Inference (2013)
Andreas Argyriou, Luca Baldassarre, Charles A. Micchelli, Massimiliano Pontil
On Sparsity Inducing Regularization Methods for Machine Learning. Empirical Inference (2013)
Yevgeny Seldin, Bernhard Schölkopf
On the Relations and Differences Between Popper Dimension, Exclusion Dimension and VC-Dimension. Empirical Inference (2013)
Bernhard Schölkopf, Dominik Janzing, Jonas Peters, Eleni Sgouritsa, Kun Zhang, Joris M. Mooij
Semi-supervised Learning in Causal and Anticausal Settings. Empirical Inference (2013)
Vladimir Koltchinskii
Sharp Oracle Inequalities in Low Rank Estimation. Empirical Inference (2013)
Nicolò Cesa-Bianchi, Ohad Shamir
Efficient Transductive Online Learning via Randomized Rounding. Empirical Inference (2013)
Empirical Inference - Festschrift in Honor of Vladimir N. Vapnik Empirical Inference (2013)
Mark Stevens, Samy Bengio, Yoram Singer
Efficient Learning of Sparse Ranking Functions. Empirical Inference (2013)
Ingo Steinwart
Some Remarks on the Statistical Analysis of SVMs and Related Methods. Empirical Inference (2013)
Masashi Sugiyama
Direct Approximation of Divergences Between Probability Distributions. Empirical Inference (2013)
John C. Snyder, Sebastian Mika, Kieron Burke, Klaus-Robert Müller
Kernels, Pre-images and Optimization. Empirical Inference (2013)
Robert E. Schapire
Explaining AdaBoost. Empirical Inference (2013)
Christian Widmer, Marius Kloft, Gunnar Rätsch
Multi-task Learning for Computational Biology: Overview and Outlook. Empirical Inference (2013)
Eric Gautier, Alexandre B. Tsybakov
Pivotal Estimation in High-Dimensional Regression via Linear Programming. Empirical Inference (2013)
Vladimir Naumovich Vapnik, Alexey Ya. Chervonenkis
On the Uniform Convergence of the Frequencies of Occurrence of Events to Their Probabilities. Empirical Inference (2013)
Silvia Villa, Lorenzo Rosasco, Tomaso A. Poggio
On Learnability, Complexity and Stability. Empirical Inference (2013)
Léon Bottou
In Hindsight: Doklady Akademii Nauk SSSR, 181(4), 1968. Empirical Inference (2013)
Ran Gilad-Bachrach, Christopher J. C. Burges
The Median Hypothesis. Empirical Inference (2013)
Alexey Ya. Chervonenkis
Early History of Support Vector Machines. Empirical Inference (2013)
Luc Devroye, Paola G. Ferrario, László Györfi, Harro Walk
Strong Universal Consistent Estimate of the Minimum Mean Squared Error. Empirical Inference (2013)
Andreas Christmann, Robert Hable
On the Consistency of the Bootstrap Approach for Support Vector Machines and Related Kernel-Based Methods. Empirical Inference (2013)
Vladimir Vovk
Kernel Ridge Regression. Empirical Inference (2013)