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We use rank correlations as distance functions to establish the interconnectivity between stock returns, building weighted signed networks for the stocks of seven European countries, the US and Japan. We establish the theoretical…

统计金融 · 定量金融 2021-04-14 E. Ferreira , S. Orbe , J. Ascorbebeitia , B. Álvarez Pereira , E. Estrada

Mapping microstructure to properties is central to materials science. Perhaps most famously, the Hall-Petch relationship relates average grain size to strength. More challenging has been deriving relationships for properties that depend on…

It has been proved that network structure plays an important role in addressing a collective behaviour. In this paper we consider a network of firms and corporations and study its metastable features in an Ising based model. In our model,…

物理与社会 · 物理学 2017-01-18 Ali Hosseiny , Mohammad Bahrami , Antonio Palestrini , Mauro Gallegati

A key topic in network science is the detection of intermediate or meso-scale structures. Community, core-periphery, disassortative and other partitions allow us to understand the organisation and function of large networks. In this work we…

社会与信息网络 · 计算机科学 2024-07-16 Rudy Arthur

We propose a set of dependence measures that are non-linear, local, invariant to a wide range of transformations on the marginals, can show tail and risk asymmetries, are always well-defined, are easy to estimate and can be used on any…

统计金融 · 定量金融 2023-09-04 Aleksy Leeuwenkamp , Wentao Hu

Forecasting models for systematic trading strategies do not adapt quickly when financial market conditions rapidly change, as was seen in the advent of the COVID-19 pandemic in 2020, causing many forecasting models to take loss-making…

交易与市场微观结构 · 定量金融 2024-03-29 Kieran Wood , Samuel Kessler , Stephen J. Roberts , Stefan Zohren

Multivariate Distributions are needed to capture the correlation structure of complex systems. In previous works, we developed a Random Matrix Model for such correlated multivariate joint probability density functions that accounts for the…

统计金融 · 定量金融 2025-12-02 Anton J. Heckens , Efstratios Manolakis , Cedric Schuhmann , Thomas Guhr

With the rapid growth of the green bond market amid increasing emphasis on sustainable development, understanding its structural properties and potential systemic risks has become essential. This study applies Minimum Spanning Tree (MST)…

物理与社会 · 物理学 2025-09-10 Xinyue Zhang , Alexander P. Kartun-Giles

There is intense interest in understanding the stochastic and dynamical properties of the global Foreign Exchange (FX) market, whose daily transactions exceed one trillion US dollars. This is a formidable task since the FX market is…

物理与社会 · 物理学 2009-11-11 Neil F. Johnson , Mark McDonald , Omer Suleman , Stacy Williams , Sam Howison

Pearson correlation and mutual information based complex networks of the day-to-day returns of US S&P500 stocks between 1985 and 2015 have been constructed in order to investigate the mutual dependencies of the stocks and their nature. We…

统计金融 · 定量金融 2019-07-08 Alexander Haluszczynski , Ingo Laut , Heike Modest , Christoph Räth

The increasing integration of world economies, which organize in complex multilayer networks of interactions, is one of the critical factors for the global propagation of economic crises. We adopt the network science approach to quantify…

物理与社会 · 物理学 2019-01-09 Michele Starnini , Marián Boguñá , M. Ángeles Serrano

Networks can have various types of mesoscale structures. One type of mesoscale structure in networks is core-periphery structure, which consists of densely-connected core nodes and sparsely-connected peripheral nodes. The core nodes are…

社会与信息网络 · 计算机科学 2025-06-17 Theodore Y. Faust , Mason A. Porter

We address the problem of mitigating damage to a power grid following a storm by managing a vehicle that has to be routed while simultaneously performing two tasks: learning about damage from the grid (which requires direct observation) and…

最优化与控制 · 数学 2023-01-18 Lina Al-Kanj , Warren B. Powell , Belgacem Bouzaiene-Ayari

A financial system contains many elements networked by their relationships. Extensive works show that topological structure of the network stores rich information on evolutionary behaviors of the system such as early warning signals of…

统计金融 · 定量金融 2018-05-09 Li Zhou , Lu Qiu , Changgui Gu , Huijie Yang

We address a fundamental problem that is systematically encountered when modeling complex systems: the limitedness of the information available. In the case of economic and financial networks, privacy issues severely limit the information…

物理与社会 · 物理学 2015-12-07 Giulio Cimini , Tiziano Squartini , Diego Garlaschelli , Andrea Gabrielli

Financial fraud detection in transaction networks involves modeling sparse anomalies, dynamic patterns, and severe class imbalance in the presence of temporal drift in the data. In real-world transaction systems, a suspicious transaction is…

机器学习 · 计算机科学 2026-03-17 Yiming Lei , Qiannan Shen , Junhao Song

We introduce a multiscale measure of network instability based on the joint use of Detrended Cross-Correlation Analysis (DCCA) and Minimum Spanning Tree (MST) filtering. The proposed metric, the Elastic Detrended Cross-Correlation Ratio…

物理与社会 · 物理学 2026-02-12 Jose De Leon Miranda , Marina Dolfin , George Kapetanios , Leone Leonida

We demonstrate the existence of an empirical linkage between the nominal financial networks and the underlying economic fundamentals across countries. We construct the nominal return correlation networks from daily data to encapsulate…

We develop a novel stress-test framework to monitor systemic risk in financial systems. The modular structure of the framework allows to accommodate for a variety of shock scenarios, methods to estimate interbank exposures and mechanisms of…

风险管理 · 定量金融 2016-02-23 Stefano Battiston , Marco D'Errico , Stefano Gurciullo , Guido Caldarelli

This study examines market behavior in critical mineral investments using a novel analytical framework that combines change-point detection (PELT algorithm) with cross-sectional analysis. This research analyzes ESG-ranked critical mineral…

计量经济学 · 经济学 2026-01-19 Haibo Wang