Asymptotic equipartition for iid symbols
For iid finite-alphabet X₁,…,Xₙ, −n⁻¹log₂p(X₁,…,Xₙ) converges in probability to H(X₁).
Key knowledge
For iid finite-alphabet X₁,…,Xₙ, −n⁻¹log₂p(X₁,…,Xₙ) converges in probability to H(X₁). With high probability the sequence lies in a typical set of about 2ⁿᴴ probability-scale possibilities, which supports near-lossless block compression.
Conditions and scope
- The statement is asymptotic with a chosen typicality tolerance.
- A typical set contains probable sequences collectively, not every possible sequence.
Sources · 1
References
Sources retain their recorded scope. A source link alone does not establish verification of every statement.
Evidence and review
Lecture 3 typical-set definition, AEP theorem and cardinality/compression argument.
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Entry details
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- info-iid-typicality
- Revision
- university-core.1
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- University core expansion