The Vapnik-Chervonenkis dimension or VC-dimension of a nonempty concept class is the cardinal number
of the largest finite set
which can be shattered by
. If arbitrarily large finite sets
can be shattered by
, then the VC-dimension is said to be
. Given a concept class
,
the VC-dimension of
is sometimes denoted
.
Examples of concept classes used to study the Vapnik-Chervonenkis dimension include families of intervals (and unions thereof) on the real line, rectangles and squares in the plane, and hyperplanes.
There are also several results quantifying the VC-dimension to various degrees. For example, one can show that the VC-dimension of a nonempty finite concept class
satisfies