When Time Becomes a Character: The Dynamics of Time Series Analysis
Students often struggle to distinguish between 'stationarity' and 'ergodicity.' While stationarity requires the statistical properties to be invariant over time, ergodicity ensures that the ensemble average converges to the time average, which is critical for making inferences from a single, finite realization of a stochastic process.
Institutional Reference: Applied Statistics
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