The Birkhoff ergodic theorem says that for a measure-preserving transformation on a finite measure space and , the averages converge almost everywhere to an invariant integrable function . This limit is the conditional expectation of given the invariant sigma-algebra, and . If the transformation is ergodic and , then equals the constant almost everywhere.
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