Vapnik–Chervonenkis theory (also known as VC theory) was developed during 1960–1990 by Vladimir Vapnik and Alexey Chervonenkis. The theory is a form of... 20 KB (3,495 words) - 23:02, 31 December 2023 |
In Vapnik–Chervonenkis theory, the Vapnik–Chervonenkis (VC) dimension is a measure of the size (capacity, complexity, expressive power, richness, or flexibility)... 17 KB (2,733 words) - 12:25, 7 March 2024 |
researcher, and academic. He is one of the main developers of the Vapnik–Chervonenkis theory of statistical learning and the co-inventor of the support-vector... 10 KB (780 words) - 20:46, 5 February 2024 |
Shattered set (category Computational learning theory) shattered sets plays an important role in Vapnik–Chervonenkis theory, also known as VC-theory. Shattering and VC-theory are used in the study of empirical processes... 6 KB (1,040 words) - 01:11, 12 December 2023 |
Along with Vladimir Vapnik, he was one of the main developers of the Vapnik–Chervonenkis theory, also known as the "fundamental theory of learning", an important... 2 KB (148 words) - 02:40, 5 March 2024 |
dimension (Vapnik–Chervonenkis dimension), a measure of the capacity of a statistical classification algorithm Vapnik–Chervonenkis theory, a computational... 3 KB (479 words) - 21:35, 25 January 2024 |
Glivenko–Cantelli theorem (category Asymptotic theory (statistics)) of functions or sets. The Glivenko–Cantelli classes arise in Vapnik–Chervonenkis theory, with applications to machine learning. Applications can be found... 16 KB (2,395 words) - 19:10, 13 March 2024 |
the support-vector machine, and one of the developers of the Vapnik–Chervonenkis theory. FAIR opened a research center in Paris, France in 2015, and subsequently... 19 KB (1,878 words) - 04:21, 19 February 2024 |
independence in the sense of boolean algebras. In the nomenclature of Vapnik–Chervonenkis theory, we may say that a collection S of subsets of X shatters a set... 5 KB (579 words) - 18:52, 25 January 2024 |
Valiant; VC theory, proposed by Vladimir Vapnik and Alexey Chervonenkis; Inductive inference as developed by Ray Solomonoff; Algorithmic learning theory, from... 8 KB (845 words) - 05:04, 12 February 2024 |