Conditional Entropy of Join as Sum/Corollary 1
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Corollary to Conditional Entropy of Join as Sum
Let $\struct {\Omega, \Sigma, \Pr}$ be a probability space.
Let $\AA, \CC \subseteq \Sigma$ be finite sub-$\sigma$-algebras.
Then:
- $\map H {\AA \vee \CC} = \map H {\AA} + \map H {\CC \mid \AA} $
where:
- $\map H {\cdot \mid \cdot}$ denotes the conditional entropy
- $\map H \cdot$ denotes the entropy
- $\vee$ denotes the join
Proof
Let $\NN := \set {\O, \Omega}$ be the trivial $\sigma$-algebra.
Then:
\(\ds \map H {\AA \vee \CC}\) | \(=\) | \(\ds \map H {\AA \vee \CC \mid \NN}\) | Conditional Entropy Given Trivial Sigma-Algebra is Entropy | |||||||||||
\(\ds \) | \(=\) | \(\ds \map H {\AA \mid \NN} + \map H {\CC \mid \NN \vee \AA}\) | Conditional Entropy of Join as Sum | |||||||||||
\(\ds \) | \(=\) | \(\ds \map H \AA + \map H {\CC \mid \NN \vee \AA}\) | Conditional Entropy Given Trivial Sigma-Algebra is Entropy | |||||||||||
\(\ds \) | \(=\) | \(\ds \map H \AA + \map H {\CC \mid \AA}\) | $\NN \vee \AA = \AA$ by Definition of Join of Finite Sub-Sigma-Algebras |
$\blacksquare$
Sources
- 2013: Peter Walters: An Introduction to Ergodic Theory (4th ed.) $4.3$: Conditional Entropy