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Stu Hunter Research Conference Article

Network based credit risk models

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References

  • Ahelegbey, D. F., M. Billio, and R. Casarin. 2016. Bayesian graphical models for structural vector autoregressive processes. Journal of Applied Econometrics 31 (2):357. doi:10.1002/jae.2443.
  • Allen, F., and D. Gale. 2000. Financial contagion. Journal of Political Economy 108 (1):1. doi:10.1086/262109.
  • Barabasi, A. L. 2016. Network science. Cambridge University Press.
  • Barrios, L. J. S., G. Andreeva, and J. Ansell. 2014. Monetary and relative scorecards to assess profits in consumer revolving credit. Journal of the Operational Research Society 65 (3):443–53. doi:10.1057/jors.2013.66.
  • Battiston, S., D. Delli Gatti, M. Gallegati, B. Greenwald, and J. E. Stiglitz. 2012. Liasons dangereuses: Increasing connectivity risk sharing, and systemic risk. Journal of Economic Dynamics and Control 36 (8):1121. doi:10.1016/j.jedc.2012.04.001.
  • Billio, M., M. Getmansky, A. W. Lo, and L. Pelizzon. 2012. Econometric measures of connectedness and systemic risk in the finance and insurance sectors. Journal of Financial Economics 104 (3):535. doi:10.1016/j.jfineco.2011.12.010.
  • Bonacich, P. 2007. Some unique properties of eigenvector centrality. Social Networks 29 (4):555–64. doi:10.1016/j.socnet.2007.04.002.
  • Brin, S., and L. Page. 1998. The anatomy of a large-scale hypertextual web search engine. Computer Networks and ISDN Systems 30 (1–7):107–17. doi:10.1016/S0169-7552(98)00110-X.
  • Brunetti, C., J. H. Harris, S. Mankad, and G. Michailidis. 2015. Interconnectedness in the Interbank Market. FED Working Paper No 2015090.
  • Calabrese, R., and P. S. Giudici. 2015. Estimating bank default with generalized extreme value regression models. Journal of the Operational Research Society 66 (11):1783–92. doi:10.1057/jors.2014.106.
  • Claessens, S., J. Frost, G. Turner, and F. Zhu. 2018. Fintech credit markets around the world: Size, drivers and policy issues. Working Paper, Bank for International Settlements, Basel.
  • Desmarais, B. A., and S. J. Cranmer. 2012. Statistical inference for valued-edge networks: The generalized exponential random graph model. PLoS One 7 (1):e30136. doi:10.1371/journal.pone.0030136.
  • Emekter, R., Y. Tu, B. Jirasakuldech, and M. Lu. 2015. Evaluating credit risk and loan performance in online peer-to-peer (P2P) lending. Applied Economics 47 (1):54–70. doi:10.1080/00036846.2014.962222.
  • Figini, S., and P. Giudici. 2011. Statistical merging of rating models. Journal of the Operational Research Society 62 (6):1067–74.
  • Giudici, P., and A. Bilotta. 2004. Modelling operational loss: A Bayesian approach. Quality and Reliability Engineering International 20 (5):407–15. doi:10.1002/qre.655.
  • Giudici, P., and B. Hadji-Misheva. 2017. P2P lending scoring models: Do they predict default? Journal of Digital Banking 2 (4):1–16.
  • Giudici, P. S., and L. Parisi. 2018. CoRisk: Credit risk contagion with correlation network models. Risks 6 (3):95. doi:10.3390/risks6030095.
  • Giudici, P. S., and A. Spelta. 2016. Graphical network models for international financial flows. Journal of Business and Economic Statistics 34 (1):126–38.
  • Giudici, P. S., P. Sarlin, and A. Spelta. 2017. The interconnected nature of financial systems: Direct and common exposures. Journal of Banking and Finance. To Appear.
  • Hautsch, N., J. Schaumburg, and M. Schienle. 2015. Financial network systemic risk contributions. Review of Finance 19 (2):685–738. doi:10.1093/rof/rfu010.
  • Katz, L. 1953. A new status index derived from sociometric analysis. Psychometrika 18 (1):39–43. doi:10.1007/BF02289026.
  • Kleinberg, J. M. 1999. Authoritative sources in a hyperlinked environment. Journal of the ACM 46 (5):604–32. doi:10.1145/324133.324140.
  • Labianca, G., and G. Brass. 2006. Exploring the social ledger: Negative relationships and negative asymmetry. Academy of Management Review 31 (3):596–614. doi:10.5465/amr.2006.21318920.
  • Lauritzen, S. L. 1996. Graphical models. Oxford: Clarendon Press.
  • Leitner, Y. 2005. Financial networks: Contagion, commitment, and private sector bailouts. The Journal of Finance 60 (6):2925. doi:10.1111/j.1540-6261.2005.00821.x.
  • Lorenz, J., S. Battiston, and F. Schweitzer. 2009. Systemic risk in a unifying framework for cascading processes on networks. The European Physical Journal B 71 (4):441–60. doi:10.1140/epjb/e2009-00347-4.
  • Mantegna, R. N. 1999. Hierarchial structure in financial markets. The European Physical Journal B 11 (1):193–7. doi:10.1007/s100510050929.
  • Milne, A., and P. Parboteeah. 2016. The business models and economics of peer-to-peer lending. Technical Report, European Credit Research Institute.
  • Minoiu, C., and J. Reyes. 2010. A network analysis of global banking: 1978-2009. Washington, D.C.: IMF Working Paper, 11/74.
  • Stillman, P. E., J. D. Wilson, M. J. Denny, B. A. Desmarais, S. Bhamidi, S. J. Cranmer, and Z. L. Lu. 2017. Statistical modeling of the default mode brain network reveals a segregated highway structure. Scientific Reports 7 (1):11694. doi:10.1038/s41598-017-09896-6.
  • Wilson, J. D., M. J. Denny, S. Bhamidi, S. J. Cranmer, and B. A. Desmarais. 2017. Stochastic weighted graphs: Flexible model specification and simulation. Social Networks 49:37–47. doi:10.1016/j.socnet.2016.11.002.