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Article

Way More Than the Sum of Their Parts: From Statistical to Structural Mixtures

by
James P. Crutchfield
Complexity Sciences Center and Physics and Astronomy Department, University of California at Davis, One Shields Avenue, Davis, CA 95616, USA
Entropy 2026, 28(1), 111; https://doi.org/10.3390/e28010111 (registering DOI)
Submission received: 26 November 2025 / Revised: 12 January 2026 / Accepted: 13 January 2026 / Published: 16 January 2026
(This article belongs to the Section Statistical Physics)

Abstract

We show that mixtures comprising multicomponent systems typically are much more structurally complex than the sum of their parts; sometimes, infinitely more complex. We contrast this with the more familiar notion of statistical mixtures, demonstrating how statistical mixtures miss key aspects of emergent hierarchical organization. This leads us to identify a new kind of structural complexity inherent in multicomponent systems and to draw out broad consequences for system ergodicity.
Keywords: epsilon-machine; nonergodicity; causal state; multistationary; excess entropy; statistical complexity; hierarchy; transients epsilon-machine; nonergodicity; causal state; multistationary; excess entropy; statistical complexity; hierarchy; transients

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MDPI and ACS Style

Crutchfield, J.P. Way More Than the Sum of Their Parts: From Statistical to Structural Mixtures. Entropy 2026, 28, 111. https://doi.org/10.3390/e28010111

AMA Style

Crutchfield JP. Way More Than the Sum of Their Parts: From Statistical to Structural Mixtures. Entropy. 2026; 28(1):111. https://doi.org/10.3390/e28010111

Chicago/Turabian Style

Crutchfield, James P. 2026. "Way More Than the Sum of Their Parts: From Statistical to Structural Mixtures" Entropy 28, no. 1: 111. https://doi.org/10.3390/e28010111

APA Style

Crutchfield, J. P. (2026). Way More Than the Sum of Their Parts: From Statistical to Structural Mixtures. Entropy, 28(1), 111. https://doi.org/10.3390/e28010111

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