A review of two decades of correlations, hierarchies, networks and clustering in financial markets

G Marti, F Nielsen, M Bińkowski, P Donnat - Progress in information …, 2021 - Springer
We review the state of the art of clustering financial time series and the study of their
correlations alongside other interaction networks. The aim of the review is to gather in one …

Correlation structure and evolution of world stock markets: Evidence from Pearson and partial correlation-based networks

GJ Wang, C Xie, HE Stanley - Computational Economics, 2018 - Springer
We construct a Pearson correlation-based network and a partial correlation-based network,
ie, two minimum spanning trees (MST-Pearson and MST-Partial), to analyze the correlation …

Visibility graph based time series analysis

M Stephen, C Gu, H Yang - PloS one, 2015 - journals.plos.org
Network based time series analysis has made considerable achievements in the recent
years. By mapping mono/multivariate time series into networks, one can investigate both it's …

Multiscale correlation networks analysis of the US stock market: a wavelet analysis

GJ Wang, C Xie, S Chen - Journal of Economic Interaction and …, 2017 - Springer
We investigate the interaction among stocks in the US market over various time horizons
from a network perspective. Unlike the high-frequency data-driven multiscale correlation …

Tail dependence structure of the foreign exchange market: A network view

GJ Wang, C Xie - Expert systems with applications, 2016 - Elsevier
Tail dependence of financial entities describes when the price of one financial asset has an
extreme fluctuation (eg, price sharply rises or falls), the degree of its effect on the price …

Correlation structure and dynamics of international real estate securities markets: A network perspective

GJ Wang, C Xie - Physica A: Statistical Mechanics and its Applications, 2015 - Elsevier
In this paper, we investigate the correlation structure and dynamics of international real
estate securities markets by using daily returns of 20 national markets during the period …

The dynamic network of industries in US stock market: Evidence of GFC, COVID-19 pandemic and Russia-Ukraine war

SY Choi - Heliyon, 2023 - cell.com
We investigate the topology of sectoral returns in the US stock market using minimum
spanning tree (MST) analysis. We examine four distinct time periods: the full period, the …

Risk diversification: a study of persistence with a filtered correlation-network approach

N Musmeci, T Aste, T Di Matteo - arXiv preprint arXiv:1410.5621, 2014 - arxiv.org
The evolution with time of the correlation structure of equity returns is studied by means of a
filtered network approach investigating persistences and recurrences and their implications …

Network features of sector indexes spillover effects in China: A multi-scale view

S Feng, S Huang, Y Qi, X Liu, Q Sun, S Wen - Physica A: Statistical …, 2018 - Elsevier
The spillover effects among sectors are of concern for distinct market participants, who are in
distinct investment horizons and concerned with the information in different time scales. In …

A dynamic analysis of S&P 500, FTSE 100 and EURO STOXX 50 indices under different exchange rates

Y Chen, RN Mantegna, AA Pantelous, KM Zuev - PloS one, 2018 - journals.plos.org
In this study, we assess the dynamic evolution of short-term correlation, long-term
cointegration and Error Correction Model (hereafter referred to as ECM)-based long-term …