Probably approximately correct learning

Results: 61



#Item
41Applied mathematics / Generative model / Discriminative model / Probably approximately correct learning / Probabilistic method / Algorithm / PP / Linear classifier / Supervised learning / Machine learning / Statistics / Mathematics

Discriminative Learning can Succeed where Generative Learning Fails ? Philip M. Long, a Rocco A. Servedio, b,∗,1 Hans Ulrich Simon c a Google, b Columbia

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Source URL: www.phillong.info

Language: English - Date: 2013-08-07 12:11:06
42Statistical classification / Generalized functions / Mathematics / Dimension / VC dimension / Distribution / Probably approximately correct learning / Computational learning theory / Mathematical analysis / Statistics

Using the Doubling Dimension to Analyze the Generalization of Learning Algorithms Nader H. Bshouty∗ Technion Yi Li

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Source URL: www.phillong.info

Language: English - Date: 2013-08-07 11:59:37
43Computational statistics / Semi-supervised learning / Supervised learning / Co-training / Probably approximately correct learning / Computational learning theory / Support vector machine / Transduction / Machine learning / Artificial intelligence / Learning

Open Problems in Efficient Semi-Supervised PAC Learning Avrim Blum? and Maria-Florina Balcan∗ Carnegie Mellon University 1

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Source URL: www.cs.cmu.edu

Language: English - Date: 2007-10-25 14:33:39
44Supervised learning / Semi-supervised learning / Probably approximately correct learning / Transduction / Behavior / Machine learning / Artificial intelligence / Learning

21 An Augmented PAC Model for SemiSupervised Learning Maria-Florina Balcan Avrim Blum

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Source URL: www.cs.cmu.edu

Language: English - Date: 2007-12-28 22:40:12
45Learning / Supervised learning / Semi-supervised learning / Transduction / Probably approximately correct learning / Co-training / Pattern recognition / Word-sense disambiguation / Statistical hypothesis testing / Machine learning / Statistics / Artificial intelligence

A Discriminative Model for Semi-Supervised Learning ∗ Maria-Florina Balcan and Avrim Blum Computer Science Department Carnegie Mellon University. {ninamf,avrim}@cs.cmu.edu

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Source URL: www.cs.cmu.edu

Language: English - Date: 2008-09-20 14:21:26
46Learning / Transduction / Semi-supervised learning / Supervised learning / Pattern recognition / Co-training / Probably approximately correct learning / Word-sense disambiguation / Computational learning theory / Machine learning / Statistics / Artificial intelligence

A Discriminative Model for Semi-Supervised Learning ∗ Maria-Florina Balcan

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Source URL: www.cc.gatech.edu

Language: English - Date: 2009-09-02 22:40:44
47Applied mathematics / Computational complexity theory / Learning / Empirical risk minimization / Probably approximately correct learning / Decision tree model / Active learning / Machine learning / Theoretical computer science / Artificial intelligence

JMLR: Workshop and Conference Proceedings vol[removed]–34 Robust Interactive Learning

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Source URL: www.cc.gatech.edu

Language: English - Date: 2012-05-24 20:13:01
48Computational learning theory / Statistical classification / Machine learning / Computational complexity theory / Probably approximately correct learning / Communication complexity / Margin classifier / Supervised learning / VC dimension / Theoretical computer science / Statistics / Applied mathematics

JMLR: Workshop and Conference Proceedings vol[removed]–22 Distributed Learning, Communication Complexity and

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Source URL: www.cc.gatech.edu

Language: English - Date: 2012-06-04 16:01:05
49Supervised learning / Semi-supervised learning / Probably approximately correct learning / Transduction / Behavior / Machine learning / Artificial intelligence / Learning

21 An Augmented PAC Model for SemiSupervised Learning

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Source URL: www.cc.gatech.edu

Language: English - Date: 2009-07-13 19:45:25
50Statistics / Learning / Probably approximately correct learning / Loss function / PP / Empirical risk minimization / Stability / Machine learning / Applied mathematics / Computational learning theory

Machine Learning, 17, [removed]) @ 1994 Kluwer Academic Publishers,Boston. Manufacturedin The Netherlands. Toward Efficient Agnostic Learning MICHAEL J. KEARNS

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Source URL: www.cs.princeton.edu

Language: English - Date: 2008-06-17 11:55:57
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