Tutorial on Practical Prediction Theory for Classification (2005)

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by John Langford
Citations:80 - 3 self

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5 Quantitatively Tight Sample Complexity Bounds – John Langford - 2002
Distribution-free Bounds for Relational Classification – Amit Dhurandhar, Alin Dobra
17 Concentration-of-measure inequalities – Gábor Lugosi - 2004
9 A Better Variance Control For Pac-Bayesian Classification – J.-Y. Audibert - 2004
M. Yuri GOLUBEV CNRS et Université de Provence – Spécialité Mathématiques, Agrégation Pac-bayésienne, M. Pascal, Massart Université, Paris-sud Inria, M. Francis, Bach Inria, M. Olivier, Catoni Cnrs, M. Pascal, Massart Université, Paris-sud Inria, M. Rémi, Munos Inria, M. Alexandre, Tsybakov Crest - 2013
Jean-Yves AUDIBERT – Spécialité Mathématiques, Agrégation Pac-bayésienne, M. Pascal, Massart Université, Paris-sud Inria, M. Francis, Bach Inria, M. Olivier, Catoni Cnrs, M. Pascal, Massart Université, Paris-sud Inria, M. Rémi, Munos Inria, M. Alexandre, Tsybakov Crest
unknown title – unknown authors - 2010
Test Set Bounds for Relational Data that vary with Strength of Dependence Test Set Bounds for Relational Data that Vary with Strength of Dependence – Amit Dhurandhar, Alin Dobra, Pack Kaebling
Test Set Bounds for Relational Data that vary with Strength of Dependence AMIT DHURANDHAR – Ibm T. J. Watson
42 Covering Number Bounds of Certain Regularized Linear Function Classes – Tong Zhang, L. Bartlett - 2002
32 Concentration inequalities – Stéphane Boucheron, Gábor Lugosi, Olivier Bousquet - 2004
7 Data-dependent generalization error bounds for (noisy) classification: a PAC-Bayesian approach – J.Y. Audibert - 2004
133 On the Generalization Ability of On-line Learning Algorithms – Nicolo Cesa-Bianchi, Alex Conconi, Claudio Gentile - 2001
2 Analysis of Regularized Linear Functions for Classification Problems – Tong Zhang, Tong Zhang - 1999
Learning From An Optimization Viewpoint by – Karthik Sridharan, Arkadi Nemirovski, Raghavan Sridharan
6 Combining PAC-Bayesian and Generic Chaining Bounds – Jean-Yves Audibert , Olivier Bousquet - 2007
Exact Tail Bound Of Binomial Distributed Variables – Ralf Herbrich, Ralf Herbrich Tu Berlin
1 STATISTICAL LEARNING THEORY: MODELS, CONCEPTS, AND RESULTS – Ulrike von Luxburg, Bernhard Schölkopf - 2009
34 PAC-Bayesian generalization error bounds for Gaussian process classification – Matthias Seeger - 2002