Support-Vector Networks.

Cortes, C., & Vapnik, V. (1995). Support-Vector Networks. Machine Learning, 273-297.

Type

Journal article

Intellectual base

Primary research

Year

1995

Pages

273-297

Link

https://homepages.math.uic.edu/~lreyzin/papers/cortes95.pdf

Cited from

mathematics

Cited by

2 citations across 2 artifacts.

Each citation links to the sentence it supports in the citing article.

Primes

• Duality
  • Support vector machines

    This sourceIntroduced the soft-margin SVM. Precedent: Boser, Guyon, and Vapnik, "A Training Algorithm for Optimal Margin Classifiers," Proceedings of COLT 1992, 144–152 (introduced the kernel trick). Monograph: Vapnik, Statistical Learning Theory (Wiley, 1998).

Domain-specific

• Structural Risk Minimization
  • A class hierarchy without fit would merely reward the smallest class.

Verification

Does it exist? Not checked yet. This entry carries no identifier to resolve. It was extracted from the citation as written in the article, normalized, and deduplicated against the rest of the registry.

Does it back the claim? Not recorded. Neither this nor any other of the 2 citations of this work carries a recorded support check.

Support is checked per citation rather than per work — the same source can be cited soundly in one article and wrongly in another. Per-citation recording began recently, so a citation with no recorded check is a gap in the record rather than evidence it went unchecked.

See how references were verified.

Registry ID ref:a826b790eb8d · see in the full table