From Close-to-Open to Open-to-Close: Multifractal Signatures and Cross-Scale Dependence Across International Equity Indices

Abstract Using daily data for major global equity indices over 2010–2025, this study decomposes close-to-close price changes into an overnight opening gap (diffrate) and an within-session return (intradayrate), and quantifies their multiscale structure using Multifractal Detrended Moving Average analysis (MFDMA) and Multifractal Detrended Cross-Correlation Analysis (MF-DCCA). We document three robust patterns. First, the overnight component is typically more persistent and more heterogeneous: MFDMA estimates show higher h (2) and larger multifractality proxies for diffrate in most markets, consistent with information accumulation and cross-market spillovers being compressed into a single opening price-discovery event. Second, intraday and overnight dynamics are nontrivially coupled: within-index MF-DCCA yields cross-Hurst exponents centered around h xy (2) ≈ 0.49, and the cross-exponent declines monotonically as q increases, indicating tighter coupling in calm regimes than during extreme co-movements. Third, international comovement is stronger in opening gaps than in intraday returns, suggesting that global information is synchronized primarily at the open, while continuous trading reflects more local microstructure and liquidity conditions. Clustering based on multifractal signatures further reveals richer regime heterogeneity overnight than intraday.

Authors

Institutions

Publication Details

Journal
Studies in Nonlinear Dynamics and Econometrics
Published
2026-02-21
DOI
https://doi.org/10.1515/snde-2025-0052
Primary Topic
Complex Systems and Time Series Analysis
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

From Close-to-Open to Open-to-Close: Multifractal Signatures and Cross-Scale Dependence Across International Equity Indices

Y Si, Saralees Nadarajah
Studies in Nonlinear Dynamics and Econometrics
Complex Systems and Time Series Analysis
article

From Close-to-Open to Open-to-Close: Multifractal Signatures and Cross-Scale Dependence Across International Equity Indices

Y Si, Saralees Nadarajah
article en

Abstract

Abstract Using daily data for major global equity indices over 2010–2025, this study decomposes close-to-close price changes into an overnight opening gap (diffrate) and an within-session return (intradayrate), and quantifies their multiscale structure using Multifractal Detrended Moving Average analysis (MFDMA) and Multifractal Detrended Cross-Correlation Analysis (MF-DCCA). We document three robust patterns. First, the overnight component is typically more persistent and more heterogeneous: MFDMA estimates show higher h (2) and larger multifractality proxies for diffrate in most markets, consistent with information accumulation and cross-market spillovers being compressed into a single opening price-discovery event. Second, intraday and overnight dynamics are nontrivially coupled: within-index MF-DCCA yields cross-Hurst exponents centered around h xy (2) ≈ 0.49, and the cross-exponent declines monotonically as q increases, indicating tighter coupling in calm regimes than during extreme co-movements. Third, international comovement is stronger in opening gaps than in intraday returns, suggesting that global information is synchronized primarily at the open, while continuous trading reflects more local microstructure and liquidity conditions. Clustering based on multifractal signatures further reveals richer regime heterogeneity overnight than intraday.

Studies in Nonlinear Dynamics and Econometrics
Fudan University (CN), University of Manchester (GB), Anhui Academy of Agricultural Sciences (CN)
Partnerships for the goals
Openalex Percentile: Top 50%
Complex Systems and Time Series Analysis
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.