Compression-based asymptotic decomposition: A finite-size scaling framework for entropy rate estimation and data-generating process discrimination.
Distinguishing data-generating processes from finite observations is a foundational problem in nonlinear time series analysis. Compression ratios offer a model-free diagnostic of sequential complexity, yet are typically computed at a single sample size, discarding the information contained in how the ratio converges. T...