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 …

Topological properties of stock market networks: The case of Brazil

BM Tabak, TR Serra, DO Cajueiro - Physica A: Statistical Mechanics and its …, 2010 - Elsevier
This paper investigates the topological properties of the Brazilian stock market networks. We
build the minimum spanning tree, which is based on the concept of ultrametricity, using the …

Exponential smoothing weighted correlations

F Pozzi, T Di Matteo, T Aste - The European Physical Journal B, 2012 - Springer
In many practical applications, correlation matrices might be affected by the “curse of
dimensionality” and by an excessive sensitiveness to outliers and remote observations …

[HTML][HTML] Network based evidence of the financial impact of Covid-19 pandemic

DF Ahelegbey, P Cerchiello, R Scaramozzino - International Review of …, 2022 - Elsevier
How much the largest worldwide companies, belonging to different sectors of the economy,
are suffering from the pandemic? Are economic relations among them changing? In this …

The use of dynamical networks to detect the hierarchical organization of financial market sectors

T Di Matteo, F Pozzi, T Aste - The European Physical Journal B, 2010 - Springer
Two kinds of filtered networks: minimum spanning trees (MSTs) and planar maximally
filtered graphs (PMFGs) are constructed from dynamical correlations computed over a …

Constructing financial network based on PMFG and threshold method

CX Nie, FT Song - Physica A: Statistical Mechanics and its Applications, 2018 - Elsevier
Based on planar maximally filtered graph (PMFG) and threshold method, we introduced a
correlation-based network named PMF G-based threshold network (PTN). We studied the …

Herding in mutual funds: A complex network approach

AM D'Arcangelis, G Rotundo - Journal of Business Research, 2021 - Elsevier
The paper investigates herding in mutual funds through a complex networks approach. The
detection of significant correlation coefficients constitutes the basis for the construction of the …

Complexities in financial network topological dynamics: Modeling of emerging and developed stock markets

Y Tang, JJ Xiong, ZY Jia, YC Zhang - Complexity, 2018 - Wiley Online Library
Policy makings and regulations of financial markets rely on a good understanding of the
complexity of financial markets. There have been recent advances in applying data‐driven …

Complex networks in finance

AM D'Arcangelis, G Rotundo - Complex Networks and Dynamics: Social …, 2016 - Springer
The present paper can be considered as divided in two parts: in the first one, we provide a
review of the methods of complex networks that have been mainly used in the applications …

Complex network analysis in socioeconomic models

LM Varela, G Rotundo, M Ausloos, J Carrete - … Economics: Topics and …, 2015 - Springer
This chapter aims at reviewing complex network models and methods that were either
developed for or applied to socioeconomic issues, and pertinent to the theme of New …