Machine learning methods for systemic risk analysis in financial sectors.

G Kou, X Chao, Y Peng, FE Alsaadi, E Herrera Viedma - 2019 - digibug.ugr.es
Financial systemic risk is an important issue in economics and financial systems. Trying to
detect and respond to systemic risk with growing amounts of data produced in financial …

Network based credit risk models

P Giudici, B Hadji-Misheva, A Spelta - Quality Engineering, 2020 - Taylor & Francis
Peer-to-Peer lending platforms may lead to cost reduction, and to an improved user
experience. These improvements may come at the price of inaccurate credit risk …

Bank survival around the World: A meta‐analytic review

E Kočenda, I Iwasaki - Journal of Economic Surveys, 2022 - Wiley Online Library
Bank survival is essential to economic growth and development because banks mediate the
financing of the economy. A bank's overall condition is often assessed by a supervisory …

Crypto price discovery through correlation networks

P Giudici, G Polinesi - Annals of Operations Research, 2021 - Springer
We aim to understand the dynamics of crypto asset prices and, specifically, how price
information is transmitted among different bitcoin market exchanges, and between bitcoin …

Latent factor models for credit scoring in P2P systems

DF Ahelegbey, P Giudici, B Hadji-Misheva - Physica A: Statistical …, 2019 - Elsevier
Abstract Peer-to-Peer (P2P) FinTech platforms allow cost reduction and service
improvement in credit lending. However, these improvements may come at the price of a …

An ordinal classification framework for bank failure prediction: Methodology and empirical evidence for US banks

G Manthoulis, M Doumpos, C Zopounidis… - European Journal of …, 2020 - Elsevier
Bank failure prediction models usually combine financial attributes through binary
classification approaches. In this study we extend this standard framework in three main …

High frequency price change spillovers in bitcoin markets

P Giudici, P Pagnottoni - Risks, 2019 - mdpi.com
The study of connectedness is key to assess spillover effects and identify lead-lag
relationships among market exchanges trading the same asset. By means of an extension of …

Measuring contagion risk in international banking

S Avdjiev, P Giudici, A Spelta - Journal of Financial Stability, 2019 - Elsevier
We propose a distress measure for national banking systems that incorporates not only
banks' CDS spreads, but also how they interact with the rest of the global financial system …

Network based scoring models to improve credit risk management in peer to peer lending platforms

P Giudici, B Hadji-Misheva, A Spelta - Frontiers in artificial …, 2019 - frontiersin.org
Financial intermediation has changed extensively over the course of the last two decades.
One of the most significant change has been the emergence of FinTech. In the context of …

[HTML][HTML] Bank failure prediction models: Review and outlook

A Citterio - Socio-Economic Planning Sciences, 2024 - Elsevier
This paper presents a literature review of recent empirical contributions on bank default
prediction. The topic has always been important in the banking and finance literature, but it …