Publications
Journal Articles
Leveraging Network Topology for Credit Risk Assessment in P2P Lending: A Comparative Study under the Lens of Machine Learning
Expert Systems with Applications, 252, 124100. 2024
Network Centrality and Credit Risk: A Comprehensive Analysis of Peer-to-Peer Lending Dynamics
Finance Research Letters, 63, 105308. 2024
Multilayer Topology-Aware Graph Contrastive Learning for Fraud Detection in the Ethereum Transaction Network
Journal of the Royal Statistical Society Series A: Statistics in Society, 2025
Network transitions in the cryptocurrency market: The impact of regional conflicts
Physica A - Major Revisions, 2024
Stylized Facts of Metaverse Non-Fungible Tokens
Physica A: Statistical Mechanics and its Applications, 653, 130103. 2024
Stylized Facts of Decentralized Finance (DeFi)
Book Chapter in: Artificial Intelligence and Beyond for Finance (World Scientific, pp. 289-314). 2024
Enhancing Security in Blockchain Networks: Anomalies, Frauds, and Advanced Detection Techniques
arXiv preprint, 2024
Conference Papers
Graph-Theoretic Consumer Credit Risk Assessment
EcoSta 2025 Invited Session - Upcoming
Working Papers
Credit Risk Prediction via Graph Neural Networks with Homophily-Guided Graph Construction
Target: Journal of Management Information Systems (JMIS) - Under Review, 2025
Why are global P2P lending platforms exiting peer-to-peer models? A comparative analysis of risks and regulations
Target: Financial Innovation - Under Review, 2024
A Systematic Literature Review on Graph-Based Models in Credit Risk Assessment
Target: Financial Innovation (IF: 8.4) - In Preparation
Graph-Based Inductive Learning for Credit Risk Prediction with Imbalance Mitigation
Computational Economics - Under Review, 2025
Previous Collaborations
These publications form the foundation of the current project:
GARCH modelling of cryptocurrencies
Journal of Risk and Financial Management, 10(4), 17. 2017
Google Scholar: 418 | OpenAlex: 330
A statistical analysis of cryptocurrencies
Journal of Risk and Financial Management, 10(2), 12. 2017
Google Scholar: 253 | OpenAlex: 179
OpenAlex Publications
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(c) Joerg Osterrieder 2025