- Vapnik–
Chervonenkis theory, also
known as the "fundamental
theory of learning", an
important part of com****tional
learning theory.
Chervonenkis held joint...
- In Vapnik–
Chervonenkis theory, the Vapnik–
Chervonenkis (VC)
dimension is a
measure of the size (capacity, complexity,
expressive power, richness, or flexibility)...
- 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...
- intersection. The
concept of
shattered sets
plays an
important role in Vapnik–
Chervonenkis theory, also
known as VC-theory.
Shattering and VC-theory are used in...
- Y.
Chervonenkis, 1971
Necessary and
sufficient conditions for the
uniform convergence of
means to
their expectations, co-author A. Y.
Chervonenkis, 1981...
-
dimension (Vapnik–
Chervonenkis dimension), a
measure of the
capacity of a
statistical classification algorithm Vapnik–
Chervonenkis theory, a com****tional...
- Vapnik–
Chervonenkis class.
There exist a
variety of
consistency conditions for the
equivalence of
uniform Glivenko-Cantelli and Vapnik-
Chervonenkis classes...
-
learning frameworks of VC
theory proposed by
Vapnik (1982, 1995) and
Chervonenkis (1974). In
addition to
performing linear classification, SVMs can efficiently...
- by
Leslie Valiant; VC theory,
proposed by
Vladimir Vapnik and
Alexey Chervonenkis;
Inductive inference as
developed by Ray Solomonoff;
Algorithmic learning...
-
principle was
first set out in a 1974 book by
Vladimir Vapnik and
Alexey Chervonenkis and uses the VC dimension. In
practical terms,
Structural Risk Minimization...
