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Sunday, October 12, 2008

Typical set

The typical set is the set of sequences whose probability is near to the entropy of their source distribution and is a consequence of the asymptotic equipartition property.

[This does not make sense. How can a set be a consequence of anything? A set is not a proposition.]

If a sequence is drawn from an i.i.d. distribution then the typical set, is defined as those sequences which satisfy:

It has the following properties if is sufficiently large:

  • The probability of a sequence from being drawn from

This has great use in compression theory as it provides a theoretical means for compressing data, allowing us to represent any sequence using bits on average.

See also: algorithmic complexity theory



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