Social dynamics of financial networks
arXiv:1703.10832 · doi:10.1140/epjds/s13688-018-0143-y
Abstract
The global financial crisis in 2007-2009 demonstrated that systemic risk can spread all over the world through a complex web of financial linkages, yet we still lack fundamental knowledge about the evolution of the financial web. In particular, interbank credit networks shape the core of the financial system, in which a time-varying interconnected risk emerges from a massive number of temporal transactions between banks. The current lack of understanding of the mechanics of interbank networks makes it difficult to evaluate and control systemic risk. Here, we uncover fundamental dynamics of interbank networks by seeking the patterns of daily transactions between individual banks. We find stable interaction patterns between banks from which distinctive network-scale dynamics emerge. In fact, the dynamical patterns discovered at the local and network scales share common characteristics with social communication patterns of humans. To explain the origin of "social" dynamics in interbank networks, we provide a simple model that allows us to generate a sequence of synthetic daily networks characterized by the observed dynamical properties. The discovery of dynamical principles at the daily resolution will enhance our ability to assess systemic risk and could contribute to the real-time management of financial stability.
7 pages, 5 figures, SI included
References in corpus (10)
- Power-law distributions in empirical data
- Dynamics of person-to-person interactions from distributed RFID sensor networks
- Dynamical Patterns of Cattle Trade Movements
- A fitness model for the Italian Interbank Money Market
- Cascading Failures in Bi-partite Graphs: Model for Systemic Risk Propagation
- Modeling human dynamics of face-to-face interaction networks
- Microdynamics in stationary complex networks
- Cascades in multiplex financial networks with debts of different seniority
- Unbiased sampling of network ensembles
- Identifying relationship lending in the interbank market: A network approach
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- Identifying the temporal dynamics of densification and sparsification in human contact networks