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Representer theorem

In statistical learning theory, a representer theorem is any of several related results stating that a minimizer of a regularized empirical risk… 
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Related topics

Related topics

10 relations
Bernhard SchölkopfEmpirical risk minimizationKernel methods for vector outputManifold regularization

Broader (4)

Computational learning theoryHilbert spaceMachine learningTheoretical computer science

Papers overview

Semantic Scholar uses AI to extract papers important to this topic.
2018
2018
An L1 Representer Theorem for Multiple-Kernel Regression
The theory of RKHS provides an elegant framework for supervised learning. It is the foundation of all kernel methods in machine… 
2015
2015
On the Validity of Minimin and Minimax Methods for Support Vector Regression with Interval Data
In the recent years, generalizations of support vector methods for analyzing interval-valued data have been suggested in both the… 
2014
2014
Learning performance of coefficient-based regularized ranking
2013
2013
Supervised Nonlinear Unmixing of Hyperspectral Images Using a Pre-image Methods
Spectral unmixing is an important issue to analyze remotely sensed hyperspectral data. This involves the decomposition of each… 
2011
2011
Bridging logic and kernel machines
We propose a general framework to incorporate first-order logic (FOL) clauses, that are thought of as an abstract and partial… 
2008
2008
Learning Coordinate Gradients with Multi-Task Kernels
Coordinate gradient learning is motivated by the problem of variable selection and determining variable covariation. In this… 
2004
2004
발자크의 『잃어버린 환상』의 연극적 특성에 관한 소고
Dans cette petite etude, nous avons etudie la relation entre le roman et le theatre autour des Illusions Perudes de Balzac. Selon… 
2000
2000
Learning Continuous Distributions: Simulations With Field Theoretic Priors
Learning of a smooth but nonparametric probability density can be regularized using methods of Quantum Field Theory. We implement… 
1997
1997
Quand les trisomiques deviennent des papillons ! : Trisomie 21
Cet article cherche a rendre compte d'une dynamique de groupe dans un travail aupres d'enfants porteurs d'une trisomie 21 a… 
1993
1993
La féminité ou la représentation de la peur dans l'imaginaire social kabyle
L'A. analyse le phenomene de la « peur » tel qu'il est percu et vecu par les agents dans des univers sociaux differents (jeunes… 
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