svm-soft-margin-cortes-vapnik-1995

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

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

Cortes and Vapnik (1995) introduced soft-margin support-vector networks in the foundational SVM paper.

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).