This paper proposes a new methodology based on non-negative matrix factorization to detect communities and to identify central nodes in a network as well as within communities. The method is specifically designed for directed weighted networks and, consequently, it has been applied to the interbank network derived from the e-MID interbank market. In an interbank network indeed links are directed, representing flows of funds between lenders and borrowers. Besides distinguishing between Systemically Important Borrowers and Lenders, the technique complements the detection of systemically important banks, revealing the community structure of the network, that proxies the most plausible areas of contagion of institutions’ distress.

Pecora, N., Kaltwasser, P. R., Spelta, A., Discovering SIFIs in Interbank Communities, <<PLOS ONE>>, 2016; 11 (12): N/A/-N/A. [doi:10.1371/journal.pone.0167781] [http://hdl.handle.net/10807/90683]

Discovering SIFIs in Interbank Communities

Pecora, Nicolo'
Primo
;
Spelta, Alessandro
Ultimo
2016

Abstract

This paper proposes a new methodology based on non-negative matrix factorization to detect communities and to identify central nodes in a network as well as within communities. The method is specifically designed for directed weighted networks and, consequently, it has been applied to the interbank network derived from the e-MID interbank market. In an interbank network indeed links are directed, representing flows of funds between lenders and borrowers. Besides distinguishing between Systemically Important Borrowers and Lenders, the technique complements the detection of systemically important banks, revealing the community structure of the network, that proxies the most plausible areas of contagion of institutions’ distress.
2016
AREA13 - SCIENZE ECONOMICHE E STATISTICHE
Articolo su rivista presente in almeno un database (EconLit, MatScinet, Scopus, Web of Knowledge, Publish or perish)
Inglese
Articolo in rivista
Inglese
Community detection, non-negative matrix factorization, financial networks
Settore SECS-S/06 - METODI MATEMATICI DELL'ECONOMIA E DELLE SCIENZE ATTUARIALI E FINANZIARIE
Settore SECS-P/01 - ECONOMIA POLITICA
11
12
2016
N/A/
N/A
e0167781
Esperti anonimi
Articolo su rivista scientifica / specializzata
online
info:eu-repo/semantics/article
Pecora, N., Kaltwasser, P. R., Spelta, A., Discovering SIFIs in Interbank Communities, <<PLOS ONE>>, 2016; 11 (12): N/A/-N/A. [doi:10.1371/journal.pone.0167781] [http://hdl.handle.net/10807/90683]
open
262
Pecora, Nicolo'; Kaltwasser, Pablo Rovira; Spelta, Alessandro
3
art_per_29
03. Contributo in rivista::Articolo in rivista, Nota a sentenza
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10807/90683
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