The Birkhoff ergodic theorem states: for a measure-preserving transformation of a finite measure space and , the averages converge almost everywhere and in to an invariant function . On a probability space,
where is the invariant sigma-algebra modulo null sets. In particular the integral is preserved, and if is ergodic then almost everywhere; for a finite space of nonunit mass, this constant is when .
The maximal ergodic lemma says that for real integrable , with and ,
The same inequality holds on , by taking the increasing limit and dominated convergence. These statements do not require the transformation to be invertible or the space to be ergodic.

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