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Lectures Year : 2014

Understanding SVM (and associated kernel machines) through the development of a Matlab toolbox

Stephane Canu
Laboratoire d'Informatique, de Traitement de l'Information et des Systèmes

Abstract

The Objective of this course is to provide an overview of all these issues related with kernels machines. To do so, we will introduce kernel machines and associated mathematical foundations through practical implementation. All lectures will be devoted to the writing of some Matlab functions that, putting all together, will provide a toolbox for learning with kernels.

Domains

Mathematics [math] Computer Science [cs] Engineering Sciences [physics]
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Lecture8_Multi_Class_SVM.pdf (579.09 Ko) Télécharger le fichier
Lecture10_Outilier_L0_SVDD.pdf (129.89 Ko) Télécharger le fichier
Lecture1_Linear_SVM_Primal.pdf (393.06 Ko) Télécharger le fichier
Lecture2_Linear_SVM_Dual.pdf (559.53 Ko) Télécharger le fichier
Lecture3_Linear_SVM_with_Slack.pdf (835.12 Ko) Télécharger le fichier
Lecture4_Kenrels_Functions_RKHS.pdf (526.53 Ko) Télécharger le fichier
Lecture5_Kernel_SVM.pdf (1.03 Mo) Télécharger le fichier
Lecture6_SVDD.pdf (1.33 Mo) Télécharger le fichier
Lecture7_Cross_Validation.pdf (472.28 Ko) Télécharger le fichier
Lecture9_Multi_Kernel_SVM.pdf (468.35 Ko) Télécharger le fichier

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https://cel.hal.science/cel-01003007

Submitted on : Sunday, June 8, 2014-6:49:30 PM

Last modification on : Friday, April 5, 2024-4:17:36 PM

Long-term archiving on: Monday, September 8, 2014-10:41:35 AM

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Dates and versions

cel-01003007 , version 1 (08-06-2014)

Identifiers

  • HAL Id : cel-01003007 , version 1

Cite

Stephane Canu. Understanding SVM (and associated kernel machines) through the development of a Matlab toolbox. Engineering school. Introduction to Support Vector Machines (SVM), Sao Paulo, 2014, pp.33. ⟨cel-01003007⟩

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