A measure-preserving transformation is a measurable map satisfying for every measurable . An invariant set satisfies (or equality modulo null sets, in the measure-theoretic convention).
Preimages preserve complements and countable unions. Therefore the whole space is invariant, the complement of an invariant set is invariant, and a countable union of invariant sets is invariant. Thus the invariant sets form a -algebra. The same proof works modulo null sets because a countable union of null exceptional sets is null.
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