no code implementations • 13 Jul 2023 • Nicolò Vallarano, Tiziano Squartini, Claudio J. Tessone
The open availability of the entire history of the Bitcoin transactions opens up the possibility to study this system at an unprecedented level of detail.
no code implementations • 13 Dec 2021 • Sebastiano Michele Zema, Giorgio Fagiolo, Tiziano Squartini, Diego Garlaschelli
The idiosyncratic (microscopic) and systemic (macroscopic) components of market structure have been shown to be responsible for the departure of the optimal mean-variance allocation from the heuristic `equally-weighted' portfolio.
no code implementations • 9 Mar 2021 • Marco Bardoscia, Paolo Barucca, Stefano Battiston, Fabio Caccioli, Giulio Cimini, Diego Garlaschelli, Fabio Saracco, Tiziano Squartini, Guido Caldarelli
The field of Financial Networks is a paramount example of the novel applications of Statistical Physics that have made possible by the present data revolution.
Physics and Society Statistical Mechanics Social and Information Networks Risk Management
2 code implementations • 29 Jan 2021 • Nicolò Vallarano, Matteo Bruno, Emiliano Marchese, Giuseppe Trapani, Fabio Saracco, Tiziano Squartini, Giulio Cimini, Mario Zanon
Exponential Random Graph Models (ERGMs) have gained increasing popularity over the years.
Data Analysis, Statistics and Probability Statistical Mechanics
no code implementations • 4 Dec 2020 • Giulio Cimini, Rossana Mastrandrea, Tiziano Squartini
The discussion will be organized according to the different scales of the reconstruction task, that is, whether the goal is to reconstruct the macroscopic structure of the network, to infer its mesoscale properties, or to predict the individual microscopic connections.
Physics and Society Data Analysis, Statistics and Probability
no code implementations • 4 Jun 2020 • Ioannis Anagnostou, Tiziano Squartini, Drona Kandhai, Diego Garlaschelli
However, at a more general level the presence of mesoscopic structure might be revealed in an entirely data-driven approach, looking for a modular and possibly hierarchical organisation of the empirical correlation matrix between financial time series.
1 code implementation • 7 Feb 2020 • Jian-Hong Lin, Kevin Primicerio, Tiziano Squartini, Christian Decker, Claudio J. Tessone
The Bitcoin Lightning Network (BLN), a so-called "second layer" payment protocol, was launched in 2018 to scale up the number of transactions between Bitcoin owners.
Physics and Society Social and Information Networks
no code implementations • 11 Oct 2018 • Giulio Cimini, Tiziano Squartini, Fabio Saracco, Diego Garlaschelli, Andrea Gabrielli, Guido Caldarelli
In the last 15 years, statistical physics has been a very successful framework to model complex networks.
Physics and Society Disordered Systems and Neural Networks Statistical Mechanics Information Theory Social and Information Networks Information Theory
no code implementations • 8 Oct 2014 • Giulio Cimini, Tiziano Squartini, Nicolò Musmeci, Michelangelo Puliga, Andrea Gabrielli, Diego Garlaschelli, Stefano Battiston, Guido Caldarelli
A major problem in the study of complex socioeconomic systems is represented by privacy issues$-$that can put severe limitations on the amount of accessible information, forcing to build models on the basis of incomplete knowledge.
Social and Information Networks Physics and Society General Finance