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 …

[HTML][HTML] Dynamic portfolio optimization with inverse covariance clustering

Y Wang, T Aste - Expert Systems with Applications, 2023 - Elsevier
Market conditions change continuously. However, in portfolio investment strategies, it is hard
to account for this intrinsic non-stationarity. In this paper, we propose to address this issue by …

Structural change and dynamics of Pakistan stock market during crisis: A complex network perspective

BA Memon, H Yao - Entropy, 2019 - mdpi.com
We studied the cross-correlations in the daily closing prices of 181 stocks listed on the
Pakistan stock exchange (PSX) covering a time period of 2007–2017 to compute the …

Unidirectional and bidirectional LSTM models for edge weight predictions in dynamic cross-market equity networks

B Bhattacharjee, R Kumar, A Senthilkumar - International Review of …, 2022 - Elsevier
Predicting financial networks has important implications in finance. However, less research
attention has been given in this direction. This study aims to predict cross market linkage …

Change‐point analysis in financial networks

S Banerjee, K Guhathakurta - Stat, 2020 - Wiley Online Library
A major impact of globalization has been the information flow across the financial markets
rendering them vulnerable to financial contagion. Research has focused on network …

Network topology of FTSE 100 Index companies: From the perspective of Brexit

H Yao, BA Memon - Physica A: Statistical Mechanics and its Applications, 2019 - Elsevier
This study uses cross correlations in the daily closing prices of the London stock exchange
FTSE 100 index companies from July 2010 to March 2018 to compute minimum spanning …

The effect of JCPOA on the network behavior analysis of tehran stock exchange indexes

S Abbasian-Naghneh, R Tehrani… - … in Mathematical Finance …, 2021 - amfa.arak.iau.ir
The purpose of this paper is investigating the effect of JCPOA on the network behavior
analysis of Tehran Stock Exchange indexes using the minimum spanning tree (MST) and …

Hierarchies in communities of UK stock market from the perspective of Brexit

MA Balcı, Ö Akgüller, S Can Güzel - Journal of Applied Statistics, 2021 - Taylor & Francis
Nowadays, increase of analyzing stock markets as complex systems lead graph theory to
play a key role. For instance, detecting graph communities is an important task in the …

[PDF][PDF] Fuzzy C-Means and Social Network Analysis Combination for Better Understanding the Patient-based Spread of Dengue Fever with Climate and Geographic …

W Anggraeni, EM Yuniarno, RF Rachmadi… - International Journal of …, 2022 - inass.org
Climate and geography factors significantly influence the spread of dengue fever. It's critical
to figure out the specifics of climatic and geographic conditions and the relationships …

Decision-making in formation of mean-VaR optimal portfolio by selecting stocks using K-means and average linkage clustering

A Ridwan, H Napitupulu… - Decision Science Letters, 2022 - m.growingscience.com
Stock is one of the investment assets that has its charm for investors. It is very liquid and has
a high rate of return, but it has a high risk. The strategy commonly used to minimize …