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Vapnik-Chervonenkis Dimension


The Vapnik-Chervonenkis dimension or VC-dimension of a nonempty concept class C is the cardinal number of the largest finite set S which can be shattered by C. If arbitrarily large finite sets can be shattered by C, then the VC-dimension is said to be +infty. Given a concept class C, the VC-dimension of C is sometimes denoted VCdim(C).

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 C satisfies

 VCdim(C)<=log_2|C|.

See also

Concept, Concept Class, Order, Shattered Set

Portions of this entry contributed by Christopher Stover

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References

Bhaskar, A. and Sukhar, I. "VC-Dimension." 2008. https://www.cs.cornell.edu/courses/cs683/2008sp/lecture%20notes/683notes_0428.pdf.Shashua, A. "Lecture 11: PAC II." Fall semester 2008/09. https://www.cs.huji.ac.il/w~shashua/papers/class11-PAC2.pdf.

Referenced on Wolfram|Alpha

Vapnik-Chervonenkis Dimension

Cite this as:

Weisstein, Eric W., with contributions by Christopher Stover. "Vapnik-Chervonenkis Dimension." From MathWorld--A Wolfram Resource. https://mathworld.wolfram.com/Vapnik-ChervonenkisDimension.html

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