svm-invented-vapnik-chervonenkis-1963

IN premise — entries/2026/06/21/wiki-Support_vector_machine-chunk-1.md

Created 2026-06-21T09:55:54+00:00

The linear SVM was proposed by Vapnik in 1963; the kernelized version was introduced by Boser, Guyon, and Vapnik in 1992; the soft margin formulation was published by Cortes and Vapnik in 1995.

Dependents

These beliefs depend on this one:

• IN svm-three-decade-development-arc — The SVM framework evolved incrementally over three decades: linear classification (Vapnik 1963), kernelized nonlinearity (Boser-Guyon-Vapnik 1992), and soft-margin error tolerance (Cortes-Vapnik 1995).