Support vector machines in high-energy physics

This lecture introduces the support vector algorithms for classi cation and regression. They are an application of the so-called kernel trick, which allows the extension of a certain class of linear algorithms to the non-linear case. The kernel trick will be introduced and in the context of structur...

Descripción completa

Detalles Bibliográficos
Autor principal: Vossen, Anselm
Lenguaje:eng
Publicado: CERN 2008
Materias:
Computing and Computers
Acceso en línea:https://dx.doi.org/10.5170/CERN-2008-002.23
http://cds.cern.ch/record/1100522
_version_ 1780914016716062720
author Vossen, Anselm
author_facet Vossen, Anselm
author_sort Vossen, Anselm
collection CERN
description This lecture introduces the support vector algorithms for classi cation and regression. They are an application of the so-called kernel trick, which allows the extension of a certain class of linear algorithms to the non-linear case. The kernel trick will be introduced and in the context of structural risk minimization, large margin algorithms for classi cation and regression will be presented. Current applications in high-energy physics will be discussed.
id cern-1100522
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2008
publisher CERN
record_format invenio
spelling cern-11005222019-09-30T06:29:59Zdoi:10.5170/CERN-2008-002.23http://cds.cern.ch/record/1100522engVossen, AnselmSupport vector machines in high-energy physicsComputing and ComputersThis lecture introduces the support vector algorithms for classi cation and regression. They are an application of the so-called kernel trick, which allows the extension of a certain class of linear algorithms to the non-linear case. The kernel trick will be introduced and in the context of structural risk minimization, large margin algorithms for classi cation and regression will be presented. Current applications in high-energy physics will be discussed.CERNoai:cds.cern.ch:11005222008
spellingShingle Computing and Computers
Vossen, Anselm
Support vector machines in high-energy physics
title Support vector machines in high-energy physics
title_full Support vector machines in high-energy physics
title_fullStr Support vector machines in high-energy physics
title_full_unstemmed Support vector machines in high-energy physics
title_short Support vector machines in high-energy physics
title_sort support vector machines in high-energy physics
topic Computing and Computers
url https://dx.doi.org/10.5170/CERN-2008-002.23
http://cds.cern.ch/record/1100522
work_keys_str_mv AT vossenanselm supportvectormachinesinhighenergyphysics

Ejemplares similares