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 of financial markets in times of crisis

LS Junior, IDP Franca - Physica A: Statistical Mechanics and its …, 2012 - Elsevier
Using the eigenvalues and eigenvectors of correlations matrices of some of the main
financial market indices in the world, we show that high volatility of markets is directly linked …

[PDF][PDF] A review of clustering techiques in various applications for effective data mining

N Mehta, S Dang - International Journal of Research in IT & …, 2011 - researchgate.net
The rapid worldwide increase in the data available leads to the difficulty for analyzing those
data. Organizing data into interesting collection is one of the most basic forms of …

Pruning a minimum spanning tree

L Sandoval Jr - Physica A: Statistical Mechanics and its Applications, 2012 - Elsevier
This work employs various techniques in order to filter random noise from the information
provided by minimum spanning trees obtained from the correlation matrices of international …

Dynamics of stock market correlations.

DY Kenett, Y Shapira, A Madi… - AUCO Czech Economic …, 2010 - ceeol.com
We present a novel approach to the study the dynamics of stock market correlations. This is
achieved through an innovative visualization tool that allows an investigation of the structure …

RMT Assessments of the Market Latent Information Embedded in the Stocks′ Raw, Normalized, and Partial Correlations

DY Kenett, Y Shapira… - Journal of Probability and …, 2009 - Wiley Online Library
We present here assessment of the latent market information embedded in the raw, affinity
(normalized), and partial correlations. We compared the Zipf plot, spectrum, and distribution …

To lag or not to lag? How to compare indices of stock markets that operate on different times

L Sandoval Jr - Physica A: Statistical Mechanics and its Applications, 2014 - Elsevier
Financial markets worldwide do not have the same working hours. As a consequence, the
study of correlation or causality between financial market indices becomes dependent on …

The effect of self-organizing map architecture based on the value migration network centrality measures on stock return. Evidence from the US market

D Siudak - Plos one, 2022 - journals.plos.org
Complex financial systems are the subject of current research interest. The notion of
complex network is used for understanding the value migration process. Based on the stock …

Cluster formation and evolution in networks of financial market indices

L Sandoval Junior - Algorithmic Finance, 2013 - content.iospress.com
Using data from world stock exchange indices prior to and during periods of global financial
crises, clusters and networks of indices are built for asset graphs based on distance …

A map of the Brazilian stock market

L Sandoval - Advances in Complex Systems, 2012 - World Scientific
The correlation matrix of stocks returns is used in order to create maps of the São Paulo
Stock Exchange (BM&F-Bovespa), Brazil's main stock exchange. The data refer to the year …