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)
Wikipedia

Papers overview

Semantic Scholar uses AI to extract papers important to this topic.
Highly Cited
2011
Highly Cited
2011
Statistical learning theory provides the theoretical basis for many of today’s machine learning algorithms and is arguably one of… (More)
  • figure 1
  • figure 2
  • figure 3
  • figure 4
  • figure 5
Is this relevant?
Highly Cited
2008
Highly Cited
2008
We demonstrate that, ignoring computational constraints, it is possible to release privacy-preserving databases that are useful… (More)
Is this relevant?
2007
2007
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)
  • figure 1
Is this relevant?
Highly Cited
2005
Highly Cited
2005
In this paper, techniques and algorithms developed in the framework of statistical learning theory are analyzed and applied to… (More)
  • figure 1
  • figure 3
  • figure 2
  • table I
  • figure 4
Is this relevant?
Review
2003
Review
2003
The goal of statistical learning theory is to study, in a statistical framework, the properties of learning algorithms. In… (More)
  • figure 1
  • figure 2
  • figure 3
  • figure 4
  • figure 5
Is this relevant?
Highly Cited
2002
Highly Cited
2002
2 Glivenko-Cantelli Classes 5 2.1 The classical approach . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 5 2.1.1 The… (More)
Is this relevant?
Highly Cited
2001
Highly Cited
2001
By now it is known that several problems in the robustness analysis and synthesis of control systems are NP-complete or NP-hard… (More)
  • figure 1
Is this relevant?
Highly Cited
2000
Highly Cited
2000
 
  • figure 1.1
  • figure 1.2
  • figure 2.1
  • figure 2.2
  • figure 2.3
Is this relevant?
Highly Cited
1998
Highly Cited
1998
 
Is this relevant?
Highly Cited
1998
Highly Cited
1998
 
Is this relevant?