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Detecting Network Instability via Multiscale Detrended Cross-Correlations and MST Topology

Jose De Leon Miranda, Marina Dolfin, George Kapetanios, Leone Leonida

arXiv 10 Feb 2026 · physics.soc-ph

arXiv:2602.10174 · PDF · DOI · OpenAlex · Extracted main text

Abstract

We introduce a multiscale measure of network instability based on the joint use of Detrended Cross-Correlation Analysis (DCCA) and Minimum Spanning Tree (MST) filtering. The proposed metric, the Elastic Detrended Cross-Correlation Ratio (Elastic DCCR), is defined as a finite-difference measure of the logarithmic sensitivity of the average MST length to the observation scale. It captures how the structure of cross-correlation networks deforms across different investment horizons. When applied to a network of global equity indices, the Elastic DCCR rises sharply during episodes of financial stress, reflecting increased short-term coordination among investors and a contraction of correlation distances. The measure reveals scale-dependent reconfigurations in network topology that are not visible in single-scale analyses, and highlights clear differences between stressed and stable market regimes. The approach does not assume covariance stationarity and relies only on scale-dependent detrended correlations; as a result, it is broadly applicable to other complex systems in which interaction strength varies with scale.

Citation extraction

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appendix boundary found by appendix_titled_section at “Appendix A: Statistics of interest” · 94% of the source is main text. Read the extracted text to check this.

Most heavily cited references

The works this paper leans on most, across its whole bibliography — not restricted to papers in our corpus. Ranked by composite intensity, which combines how often a work is mentioned, how many sections mention it, and how much of that falls in the main text rather than the appendix.

ReferenceIntensityMentionsSectionsMain text
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2Diebold, F. X. and Yilmaz, K. and Barunik, J. and Kocenda, E. and Se… (2014) On the network topology of variance decompositions: Measuring the connectedness of financial firms0.73732100%
3Podobnik, B. and Stanley, H (2008) Detrended cross-correlation analysis: A new method for analyzing two non-stationary time series0.73732100%
Kristoufek2013unmatched citation key Kristoufek20130.64422100%
5Liang Wang and Yong Zhang (2015) Cross-Correlation Analysis of Stock Returns with Detrended Fluctuation Analysis and Detrended Cross-Correlation Analysis0.64422100%
6Wei-Xing Zhou and Didier Sornette (2003) The Dependence Structure of Financial Assets in Bull and Bear Markets0.64422100%
7Bauwens, L. and Rombouts, J. V. K (2009) Multivariate volatility models: A survey0.51121100%
8Diebold, F. X. and Yilmaz (2023) Reprint of: On the network topology of variance decompositions: Measuring the connectedness of financial firms0.51121100%
9Kritzman, M. and Page, S (2003) The Efficient Frontier: A Return-to-Risk Measure0.51121100%
10Tumminello, Michele and Aste, Tomaso and Di Matteo, Tiziana and Mant… (2005) A tool for filtering information in complex systems0.51121100%

Showing the top 10 of 32 scored citations. 1 of these could not be matched to a bibliography entry, so only the citation key is shown.