Statistical learning theory

Results: 800



#Item
651VC dimension / Differentiation rules / Mathematics / Mathematical sciences / Mechanical engineering / Applied mathematics / Computational learning theory / Dimension / Statistical classification

Review of Le ture 6 • The VC Inequality • mH(N ) is polynomial

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Source URL: www.amlbook.com

Language: English
652Statistics / Artificial intelligence / Statistical classification / Learning / Supervised learning / Information theory / Linear classifier / Computational learning theory / PP / Machine learning / Applied mathematics / Cybernetics

The Power of Localization for Efficiently Learning Linear Separators with Noise Pranjal Awasthi [removed] Maria Florina Balcan

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Source URL: www.cs.cmu.edu

Language: English - Date: 2014-02-04 22:35:39
653Artificial intelligence / Computational neuroscience / Machine learning / Statistical natural language processing / Estimation theory / N-gram / Language model / Speech recognition / Perplexity / Science / Computational linguistics / Statistics

A fast and simple algorithm for training neural probabilistic language models Andriy Mnih Gatsby Computational Neuroscience Unit, University College London

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Source URL: icml.cc

Language: English - Date: 2012-06-07 13:20:52
654Machine learning / Data analysis / Multivariate statistics / Expectation–maximization algorithm / Mixture model / Principal component analysis / Maximum likelihood / Independent component analysis / Supervised learning / Statistics / Statistical models / Estimation theory

Deep Mixtures of Factor Analysers Yichuan Tang [removed] Ruslan Salakhutdinov [removed]

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Source URL: icml.cc

Language: English - Date: 2012-06-07 13:19:54
655Stochastic control / Bayesian statistics / Statistical theory / Markov decision process / Reinforcement learning / Bayesian inference / Machine learning / Q-learning / Statistics / Dynamic programming / Markov processes

Near-Optimal BRL using Optimistic Local Transitions Mauricio Araya-L´ opez, Vincent Thomas, Olivier Buffet maraya|vthomas|[removed] LORIA, Campus scientifique, BP 239, 54506 Vandœuvre-ls-Nancy cedex, FRANCE

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Source URL: icml.cc

Language: English - Date: 2012-06-07 13:19:58
656Functions and mappings / Normal distribution / Uniform convergence / Kullback–Leibler divergence / Divergence / Integral / Importance sampling / Statistics / Mathematics / Statistical theory

Learning Bounds for Importance Weighting Corinna Cortes Google Research New York, NY 10011

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Source URL: www.cs.nyu.edu

Language: English - Date: 2010-10-26 07:29:20
657Mathematical optimization / Robust optimization / Markov decision process / Reinforcement learning / Control theory / Parameter / Uncertainty / Robust control / Scattering parameters / Statistics / Stochastic control / Statistical theory

Lightning Does Not Strike Twice: Robust MDPs with Coupled Uncertainty Shie Mannor Department of Electrical Engineering, Technion, Israel Ofir Mebel

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Source URL: icml.cc

Language: English - Date: 2012-06-07 13:19:52
658Statistical models / Expectation–maximization algorithm / Missing data / Bayesian statistics / Mixture model / Genetic algorithm / Maximum likelihood / Mixture distribution / Algorithm / Statistics / Estimation theory / Machine learning

A New Approach of Genetic-based EM Algorithm for Mixture Models Sachith Abeysundara, Byungtae Seo (Department of Mathematics & Statistics) Abstract Simulation Results

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Source URL: srcos2014.blogs.rice.edu

Language: English - Date: 2014-07-29 16:34:29
659Estimation theory / Expectation–maximization algorithm / Maximum likelihood / Latent variable model / Loss function / Latent variable / Kullback–Leibler divergence / Statistics / Statistical models / Statistical theory

Modeling Latent Variable Uncertainty for Loss-based Learning M. Pawan Kumar [removed] ´ Center for Visual Computing, Ecole Centrale Paris, France

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Source URL: icml.cc

Language: English - Date: 2012-06-07 13:19:58
660Decision theory / Econometrics / Loss function / Maximum spacing estimation / Statistics / Statistical theory / Estimation theory

Statistical linear estimation with penalized estimators: an application to reinforcement learning ´ Bernardo Avila Pires

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Source URL: icml.cc

Language: English - Date: 2012-06-07 13:20:34
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