Physical approach to complex systems

J Kwapień, S Drożdż - Physics Reports, 2012 - Elsevier
Typically, complex systems are natural or social systems which consist of a large number of
nonlinearly interacting elements. These systems are open, they interchange information or …

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 **e, 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 …

Relation-aware dynamic attributed graph attention network for stocks recommendation

S Feng, C Xu, Y Zuo, G Chen, F Lin, J **aHou - Pattern Recognition, 2022 - Elsevier
The inherent properties of the graph structure of the financial market and the correlation
attributes that actually exist in the system inspire us to introduce the concept of the graph to …

[HTML][HTML] Collective behavior of cryptocurrency price changes

D Stosic, D Stosic, TB Ludermir, T Stosic - Physica A: Statistical Mechanics …, 2018 - Elsevier
Digital assets termed cryptocurrencies are correlated. We analyze cross correlations
between price changes of different cryptocurrencies using methods of random matrix theory …

Correlation and network analysis of global financial indices

S Kumar, N Deo - Physical Review E—Statistical, Nonlinear, and Soft …, 2012 - APS
Random matrix theory (RMT) and network methods are applied to investigate the correlation
and network properties of 20 financial indices. The results are compared before and during …

Interconnectedness in the global financial market

M Raddant, DY Kenett - Journal of International Money and Finance, 2021 - Elsevier
The global financial system is highly complex, with cross-border interconnections and
interdependencies. In this highly interconnected environment, local financial shocks and …

A survey of the application of graph-based approaches in stock market analysis and prediction

S Saha, J Gao, R Gerlach - International Journal of Data Science and …, 2022 - Springer
Graph-based approaches are revolutionizing the analysis of different real-life systems, and
the stock market is no exception. Individual stocks and stock market indices are connected …

Networks in financial markets based on the mutual information rate

P Fiedor - Physical Review E, 2014 - APS
In the last few years there have been many efforts in econophysics studying how network
theory can facilitate understanding of complex financial markets. These efforts consist mainly …

Effects of global financial crisis on network structure in a local stock market

A Nobi, SE Maeng, GG Ha, JW Lee - Physica A: Statistical Mechanics and …, 2014 - Elsevier
This study considers the effects of the 2008 global financial crisis on threshold networks of a
local Korean financial market around the time of the crisis. Prices of individual stocks …