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Graph Theoretical Approach to Bow-Tie Interbank Networks Reconstruction

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Part of the book series: Studies in Computational Intelligence ((SCI,volume 689))

Abstract

Data of interbank transactions which are important for systemic risk estimation and modeling of interbank markets are usually unpublished and available only for restricted number of persons to use. Therefore the problem of interbank networks reconstruction using limited data is of large importance. Nevertheless, algorithms available are often computationally complex and require several rounds of simulation for finding the best configuration. In this research we suggest an algorithm of interbank network properties reconstruction based on building the bow-tie structure and regulation of other topological properties by the change in sizes of bow-tie components. We present theoretical evidence confirming the method validity and the corresponding experimental study. Data used in experimental study contain aggregated balance information about banks activity on the interbank market and empirical description of network topological properties taken for Russian interbank market.

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Notes

  1. 1.

    Newman provides more accurate estimates for diameter, but we are already satisfied by above mentioned propositions.

  2. 2.

    For download see www.banki.ru web-site.

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Acknowledgements

This research is financially supported by The Russian Science Foundation, Agreement #17–71–30029.

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Correspondence to Valentina Y. Guleva .

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Guleva, V.Y., Bochenina, K.O. (2018). Graph Theoretical Approach to Bow-Tie Interbank Networks Reconstruction. In: Cherifi, C., Cherifi, H., Karsai, M., Musolesi, M. (eds) Complex Networks & Their Applications VI. COMPLEX NETWORKS 2017. Studies in Computational Intelligence, vol 689. Springer, Cham. https://doi.org/10.1007/978-3-319-72150-7_96

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  • DOI: https://doi.org/10.1007/978-3-319-72150-7_96

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  • Print ISBN: 978-3-319-72149-1

  • Online ISBN: 978-3-319-72150-7

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