Suppose first that the system is ergodic and . For each real , the level setis invariant modulo a null set, so . The distribution function of can therefore jump only once, which makes constant almost everywhere. The same argument applies to .
Conversely, if is invariant, then . If every invariant function is constant, the indicator function is almost everywhere zero or one, and hence or . This proves the invariant-function characterization of ergodicity.
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