FICSS Institute Logo
WP-2026-006

Version 2, October 2026. Version 1 (June 13, 2026): https://doi.org/10.5281/zenodo.20679000.

Koopman–CMH: A Formal Treatment of Spectral Structure Persistence in Historical Dynamics

Abstract

This paper proves the Koopman–A2 Correspondence (Theorem 1) — the formal result announced as Conjecture 1 of WP-2026-005 — and conducts the first pre-registered empirical test of its substantive antecedent. Theorem 1 shows that shared ergodic-class membership implies shared leading Koopman spectrum, conditional on Axioms A2, A3, A4, and a forcing-homogeneity assumption that refines the antecedent stated in WP-2026-005. The empirical test applies a canonical Hankel-DMD estimator to a panel of eight Western European polities across two structurally stationary sub-windows (1820–1913, 1945–2020). The pre-registered binary criterion rejects Question 1 in both sub-windows: no eigenvalue beyond the invariant-measure cluster meets the persistence threshold. A post-hoc power analysis finds effectively zero power at the available effective sample size — the post-war effective sample size (N_eff = 210) falls below the operator’s parameter count — so the verdict constrains detectability, not existence. A credible test requires N_eff ≈ 1,000. Two methodological results give the paper positive content. The invariant-measure mode is recovered with the directional attenuation Proposition 4.2 predicts, on the one mode whose true value the axiomatic structure fixes a priori. A Juglar-band correspondence recurs across the inter-war break but is not statistically distinguishable from noise (37% match rate in surrogate null panels). The paper recommends canonical Tu et al. (2014) DMD with Gavish-Donoho truncation as the default for macrohistorical panel data.

Keywords: Computational Macrohistory, Cliodynamics, Complex Systems, Quantitative History, Social Complexity

Download

📄 Download Full Paper (PDF)

File size: ~0.9 MB | Format: PDF


Available At


Cite This Paper

Angeli, S. (2026). Koopman–CMH: A Formal Treatment of Spectral Structure Persistence in Historical Dynamics (Version 2). FICSS Working Paper Series, WP-2026-006. Foundations Institute of Computational Social Science. https://doi.org/10.5281/zenodo.23135132

BibTeX

@techreport{angeli2026koopman, title={Koopman–CMH: A Formal Treatment of Spectral Structure Persistence in Historical Dynamics}, author={Angeli, Stefano}, year={2026}, institution={Foundations Institute of Computational Social Science}, type={Working Paper}, number={WP-2026-006}, note={Version 2}, doi={10.5281/zenodo.23135132} }