svm-kernel-trick-boser-guyon-vapnik-1992

IN premise — entries/2026/06/21/wiki-Support_vector_machine-chunk-6.md

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

Boser, Guyon, and Vapnik (1992) proposed the kernel trick for optimal margin classifiers, predating the 1995 soft-margin paper.

Dependents

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• 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).