Early-warning signals of topological collapse in interbank networks
arXiv:1302.2063 · doi:10.1038/srep03357
Abstract
The financial crisis clearly illustrated the importance of characterizing the level of 'systemic' risk associated with an entire credit network, rather than with single institutions. However, the interplay between financial distress and topological changes is still poorly understood. Here we analyze the quarterly interbank exposures among Dutch banks over the period 1998-2008, ending with the crisis. After controlling for the link density, many topological properties display an abrupt change in 2008, providing a clear - but unpredictable - signature of the crisis. By contrast, if the heterogeneity of banks' connectivity is controlled for, the same properties show a gradual transition to the crisis, starting in 2005 and preceded by an even earlier period during which anomalous debt loops could have led to the underestimation of counter-party risk. These early-warning signals are undetectable if the network is reconstructed from partial bank-specific data, as routinely done. We discuss important implications for bank regulatory policies.
28 pages, 23 figures, 1 table
References in corpus (1)
Cited by in corpus (45)
- Robustness and resilience of complex networks
- The Statistical Physics of Real-World Networks
- The Physics of Financial Networks
- Nestedness in complex networks: Observation, emergence, and implications
- The role of bot squads in the political propaganda on Twitter
- Unveiling the higher-order organization of multivariate time series
- Reconstruction methods for networks: the case of economic and financial systems
- Networked relationships in the e-MID Interbank market: A trading model with memory
- Detecting early signs of the 2007-2008 crisis in the world trade
- Unbiased sampling of network ensembles
- Fast and scalable likelihood maximization for Exponential Random Graph Models with local constraints
- How does bond percolation happen in coloured networks?
- Unfolding the complexity of the global value chain: Strengths and entropy in the single-layer, multiplex, and multi-layer international trade networks
- Extracting significant signal of news consumption from social networks: the case of Twitter in Italian political elections
- Reconstructing networks
- Early warning signals for critical transitions in complex systems
- Cross-border Portfolio Investment Networks and Indicators for Financial Crises
- A faster horse on a safer trail: generalized inference for the efficient reconstruction of weighted networks
- Grand canonical validation of the bipartite International Trade Network
- Social dynamics of financial networks
- The Multilayer Structure of Corporate Networks
- Reconstructing mesoscale network structures
- Bow-Tie Structures of Twitter Discursive Communities
- Stationarity, non-stationarity and early warning signals in economic networks
- Fluctuating ecological networks: a synthesis of maximum-entropy approaches for pattern detection and process inference
- Excess reciprocity distorts reputation in online social networks
- Pattern-detection in the global automotive industry: a manufacturer-supplier-product network analysis
- The evolving liaisons between the transaction networks of Bitcoin and its price dynamics
- A Statistical Test of Walrasian Equilibrium by Means of Complex Networks Theory
- Network analysis of the worldwide footballer transfer market
- Interactions between financial and environmental networks in OECD countries
- Entropy-based models to randomize real-world hypergraphs
- Maximum Entropy Principle Analysis in Network Systems with Short-time Recordings
- Phase diagram and metastability of the Ising model on two coupled networks
- Patterns of link reciprocity in directed, signed networks
- Economic networks in and out of equilibrium
- Network-based indicators of Bitcoin bubbles
- From Symbols to Embeddings: A Tale of Two Representations in Computational Social Science
- Gravity models of networks: integrating maximum-entropy and econometric approaches
- On the Role of Triadic Substructures in Complex Networks
- Interbank network reconstruction enforcing density and reciprocity
- Spectral signatures of structural change in financial networks
- Sudden Trust Collapse in Networked Societies
- Commodity-specific triads in the Dutch inter-industry production network
- Italian Twitter semantic network during the Covid-19 epidemic