Statistical learning theory

Known as: Learning theory (statistics), Learning theory, SLT 
Statistical learning theory is a framework for machine learningdrawing from the fields of statistics and functional analysis. Statistical learning… (More)
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Algorithmic learning theoryBioinformaticsComputer visionData science
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Machine learning

Papers overview

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Highly Cited
2011
Highly Cited
2011
Statistical Learning Theory: Models, Concepts, and Results
Statistical learning theory provides the theoretical basis for many of today’s machine learning algorithms and is arguably one of… (More)
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Highly Cited
2008
Highly Cited
2008
A learning theory approach to non-interactive database privacy
We demonstrate that, ignoring computational constraints, it is possible to release privacy-preserving databases that are useful… (More)
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2007
2007
Statistical Learning Theory
Game: 20-Questions – I think of object f – For i = 1 to 20 • You get to ask 20 yes/no questions about f and I have to answer… (More)
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Highly Cited
2005
Highly Cited
2005
Statistical learning theory for location fingerprinting in wireless LANs
In this paper, techniques and algorithms developed in the framework of statistical learning theory are analyzed and applied to… (More)
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Review
2003
Review
2003
Introduction to Statistical Learning Theory
The goal of statistical learning theory is to study, in a statistical framework, the properties of learning algorithms. In… (More)
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Highly Cited
2002
Highly Cited
2002
A Few Notes on Statistical Learning Theory
2 Glivenko-Cantelli Classes 5 2.1 The classical approach . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 5 2.1.1 The… (More)
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Highly Cited
2001
Highly Cited
2001
Randomized algorithms for robust controller synthesis using statistical learning theory
By now it is known that several problems in the robustness analysis and synthesis of control systems are NP-complete or NP-hard… (More)
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Highly Cited
2000
Highly Cited
2000
The Nature of Statistical Learning Theory
 
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Highly Cited
1998
Highly Cited
1998
Statistical learning theory
 
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Highly Cited
1998
Highly Cited
1998
Statistical learning theory wiley
 
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