Ergodic Theorem

For a measure‑preserving dynamical system or a stationary stochastic process that is ergodic, the time average of an integrable observable along almost every single trajectory converges to the ensemble (expected) average; thus long‑time sample means equal probabilistic expectations under the ergodicity conditions.