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 based networks of equity returns sampled at different time horizons

M Tumminello, T Di Matteo, T Aste… - The European Physical …, 2007 - Springer
We investigate the planar maximally filtered graphs of the portfolio of the 300 most
capitalized stocks traded at the New York Stock Exchange during the time period 2001 …

Relation between financial market structure and the real economy: comparison between clustering methods

N Musmeci, T Aste, T Di Matteo - PloS one, 2015 - journals.plos.org
We quantify the amount of information filtered by different hierarchical clustering methods on
correlations between stock returns comparing the clustering structure with the underlying …

Dynamic spanning trees in stock market networks: The case of Asia-Pacific

A Sensoy, BM Tabak - Physica A: Statistical Mechanics and its Applications, 2014 - Elsevier
This article proposes a new procedure to evaluate Asia Pacific stock market
interconnections using a dynamic setting. Dynamic spanning trees (DST) are constructed …

The structure of financial networks

S Battiston, JB Glattfelder, D Garlaschelli, F Lillo… - … science: complexity in …, 2010 - Springer
We present here an overview of the use of networks in Finance and Economics. We show
how this approach enables us to address important questions as, for example, the structure …

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 …

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 …

Intraday volatility and network topological properties in the Korean stock market

J Lee, J Youn, W Chang - Physica A: Statistical mechanics and its …, 2012 - Elsevier
We examine whether the relationship between market volatility and network properties in the
low-frequency level can be applied to the high-frequency level. For the analysis, we use the …

[HTML][HTML] Nested hierarchies in planar graphs

WM Song, T Di Matteo, T Aste - Discrete Applied Mathematics, 2011 - Elsevier
We construct a partial order relation which acts on the set of 3-cliques of a maximal planar
graph G and defines a unique hierarchy. We demonstrate that G is the union of a set of …

An analysis of network filtering methods to sovereign bond yields during COVID-19

RKK Pang, OM Granados, H Chhajer… - Physica A: Statistical …, 2021 - Elsevier
In this work, we investigate the impact of the COVID-19 pandemic on sovereign bond yields.
We consider the temporal changes from financial correlations using network filtering …