Networked relationships in the e-MID Interbank market: A trading model with memory
Iori, G., Mantegna, R., Marotta, L. , Micciche, S., Porter, J. & Tumminello, M. (2014). Networked relationships in the e-MID Interbank market: A trading model with memory. Journal of Economic Dynamics and Control, 50, pp. 98-116. doi: 10.1016/j.jedc.2014.08.016
Abstract
Interbank markets are fundamental for bank liquidity management. In this paper, we introduce a model of interbank trading with memory. Our model reproduces features of preferential trading patterns in the e-MID market recently empirically observed through the method of statistically validated networks. The memory mechanism is used to introduce a proxy of trust in the model. The key idea is that a lender, having lent many times to a borrower in the past, is more likely to lend to that borrower again in the future than to other borrowers, with which the lender has never (or has in- frequently) interacted. The core of the model depends on only one parameter representing the initial attractiveness of all the banks as borrowers. Model outcomes and real data are compared through a variety of measures that describe the structure and properties of trading networks, including number of statistically validated links, bidirectional links, and 3-motifs. Refinements of the pairing method are also proposed, in order to capture finite memory and reciprocity in the model. The model is implemented within the Mason framework in Java.
Publication Type: | Article |
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Additional Information: | NOTICE: this is the author’s version of a work that was accepted for publication in Journal of Economic Dynamics and Control. Changes resulting from the publishing process, such as peer review, editing, corrections, structural formatting, and other quality control mechanisms may not be reflected in this document. Changes may have been made to this work since it was submitted for publication. A definitive version was subsequently published in Journal of Economic Dynamics and Control, http://dx.doi.org/10.1016/j.jedc.2014.08.016. |
Publisher Keywords: | Interbank market, Network formation, Statistically validated networks, Java/Mason |
Subjects: | H Social Sciences > HB Economic Theory |
Departments: | School of Policy & Global Affairs > Economics |
SWORD Depositor: |
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