Support Vector Machines — Weblinks

16 links

Type

Site

Core Algorithms › Support Vector Machines 10 terms

Feature Mapping 1 link

C Cornell CS4780 notes: Kernels and feature maps Art…

Hard-Margin SVM 1 link

C Cornell CS4780 notes: Support Vector Machines and margins Art…

Kernel Trick 1 link

E Kernel method (overview and intuition) Ref…

Maximum Margin Hyperplane 1 link

E Wikipedia: Support-vector machine (maximum-margin intuition and math) Ref…

Regularization Parameter C 1 link

C A Practical Guide to Support Vector Classification (Chih-Wei Hsu, Chih-Chung Chang, Chih-Jen Lin) PDF

Slack Variable 1 link

C Cornell CS4780 notes: Soft-margin SVM and slack variables Art…

Soft-Margin SVM 1 link

C Cornell CS4780 Notes: Support Vector Machines (soft margin and C) Art…

Support Vector Machine (SVM) 2 links

Support Vector Regression (SVR) 1 link

S scikit-learn documentation: SVR Docs

Support Vectors 1 link

S scikit-learn documentation: Support Vector Machines Docs

Core Algorithms › Support Vector Machines › Kernels 4 terms

Kernel Function 2 links

E Kernel method (overview and intuition) Ref…
S scikit-learn: Kernel functions (SVM) Docs

Linear Kernel 1 link

S scikit-learn documentation: SVM kernels (including the linear kernel) Docs

Mercer's Theorem 1 link

E Mercer’s theorem (overview and kernel connection) Ref…

RBF (Gaussian) Kernel 1 link

E Radial basis function kernel (Gaussian/RBF) overview Ref…

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