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Kernel method

In machine learning, kernel machines are a class of algorithms for pattern analysis, whose best known member is the support-vector machine (SVM). These methods involve using linear classifiers to solve nonlinear problems. The general task of pattern analysis is to find and study general types of relations (for example clusters, rankings, principal…

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Overview

Motivation and informal explanation

Applications

Popular kernels

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Map overview Semantic statistics

Kernel method

Nodes52
Edges51
Triples29
Avg. degree1.96
Density0.038462
Components1

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Kernel method

Top relations

related to Further reading · 22
Kernel method → Bach, Beyond, Cambridge University Press, Comprehensive Introduction, Cristianini, Haykin, ISBN, Kernel Adaptive Filtering, Kernel Methods, Kernels, Learning, Liu, MIT Press, Optimization, Pattern Analysis, Principe, Regularization, Schölkopf, Shawe-Taylor, Smola
related to Motivation and informal explanation · 3
Kernel method → For, Kernel, Prediction
has application · 1
Kernel method → Application
related to External links · 1
Kernel method → Kernel Methods Article
see also · 1
Kernel method → Kernel

Important terminology Word statistics

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Important terminology

kernel displaystyle function learning methods algorithms machines mathcal mathbf linear inner analysis feature varphi mercer's similarity theorem space support-vector using

Entity relationships Subject–Predicate–Object triples

SubjectPredicateObjectConfidenceSrc
handwriting recognitioninstance ofwhen the SVM was found to be competitive with neural networks on tasks0.80text
Kernel methodhas applicationApplication0.60section
Kernel methodrelated to External linksKernel Methods Article0.60section
Kernel methodrelated to Further readingShawe-Taylor0.60section
Kernel methodrelated to Further readingCristianini0.60section
Kernel methodrelated to Further readingKernel Methods0.60section
Kernel methodrelated to Further readingPattern Analysis0.60section
Kernel methodrelated to Further readingCambridge University Press0.60section
Kernel methodrelated to Further readingISBN0.60section
Kernel methodrelated to Further readingLiu0.60section
Kernel methodrelated to Further readingPrincipe0.60section
Kernel methodrelated to Further readingHaykin0.60section

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