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» Incremental Training of Multiclass Support Vector Machines

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ICANN
2005
Springer

235views Neural Networks» more ICANN 2005»

Training of Support Vector Machines with Mahalanobis Kernels

15 years 3 months ago

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Abstract. Radial basis function (RBF) kernels are widely used for support vector machines. But for model selection, we need to optimize the kernel parameter and the margin paramete...

Shigeo Abe

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ICANN
2007
Springer

122views Neural Networks» more ICANN 2007»

Incremental and Decremental Learning for Linear Support Vector Machines

15 years 3 months ago

Download www.lsi.upc.edu

Abstract. We present a method to ﬁnd the exact maximal margin hyperplane for linear Support Vector Machines when a new (existing) component is added (removed) to (from) the inner...

Enrique Romero, Ignacio Barrio, Lluís Belan...

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ACL
2011

207views Computational Linguistics» more ACL 2011»

Joint Training of Dependency Parsing Filters through Latent Support Vector Machines

14 years 1 months ago

Download www.clsp.jhu.edu

Graph-based dependency parsing can be sped up signiﬁcantly if implausible arcs are eliminated from the search-space before parsing begins. State-of-the-art methods for arc ﬁlt...

Colin Cherry, Shane Bergsma

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PKDD
2009
Springer

132views Data Mining» more PKDD 2009»

Decomposition Algorithms for Training Large-Scale Semiparametric Support Vector Machines

15 years 4 months ago

Download pages.cs.wisc.edu

Sangkyun Lee, Stephen J. Wright

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