A NONPARAMETRIC URN-BASED APPROACH TO INTERACTING FAILING SYSTEMS WITH AN APPLICATION TO CREDIT RISK MODELING
Abstract
In this paper we propose a new nonparametric approach to interacting failing systems (FS), that is systems whose probability of failure is not negligible in a fixed time horizon, a typical example being firms and financial bonds. The main purpose when studying a FS is to calculate the probability of default and the distribution of the number of failures that may occur during the observation period. A model used to study a failing system is defined default model. In particular, we present a general recursive model constructed by the means of interacting urns. After introducing the theoretical model and its properties we show a first application to credit risk modeling, showing how to assess the idiosyncratic probability of default of an obligor and the joint probability of failure of a set of obligors in a portfolio of risks, that are divided into reliability classes.
References
-
J. Aldous , Exchangeability and Related Topics ,Lecture Notes in Mathematics ( Springer , 1985 ) . Crossref, Google Scholar - School of Business Scientific Report 11, (2004). Google Scholar
- International Journal of Theoretical and Applied Finance 7, 407 (2004), DOI: 10.1142/S0219024904002505. Link, Web of Science, Google Scholar
- The Economic Journal 394, 116 (1989). Google Scholar
-
N. Balakrishnan (ed.) , Advances in Combinatorial Methods and Applications to Probability and Statistics ( Birkhauser , 1997 ) . Google Scholar - The Art of Conjecturing , ed.
E. Dudley Sylla ( JHU Press , 2006 ) . Google Scholar , - Annals of Statistics 1, 353 (1977), DOI: 10.1214/aos/1176342372. Crossref, Web of Science, Google Scholar
- D. M. Cifarelli, P. Muliere and P. Secchi, Urn schemes for constructing priors, Technical Report 429/P, Dipartimento di Matematica Politecnico di Milano (2000) . Google Scholar
- P. Cirillo, New urn approaches to shock and default models, PhD Thesis, Bocconi University (2008) . Google Scholar
- P. Cirillo and J. Hüsler, Shock models for defaults: Parametric and nonparametric approaches, to appear in the Festschrift in Honor of Tom Hettmansperger (WSP, 2010) . Google Scholar
- Journal of the American Statistical Association 64, 194 (1969), DOI: 10.2307/2283728. Crossref, Web of Science, Google Scholar
- Credit Suisse Financial Products. CreditRisk+: A credit risk management framework, Technical Report (1997) . Google Scholar
- Review of Financial Studies 16, 631 (2003), DOI: 10.1093/rfs/hhg010. Crossref, Web of Science, Google Scholar
-
C. D. Daykin , T. Pentikinen and M. Pesonen , Practical Risk Theory for Actuaries ( CRC Press , 1994 ) . Google Scholar - Annals of Statistics 2, 183 (1974), DOI: 10.1214/aos/1176342662. Google Scholar
-
D. Duffie and K. J. Singleton , Credit Risk ( Princeton University Press , 2003 ) . Crossref, Google Scholar - Zeitschrift für Angewandte Mathematik und Mechanik 3 , 279 . Crossref, Google Scholar
- Annals of Probability 33, 1200 (2005), DOI: 10.1214/009117905000000026. Crossref, Web of Science, Google Scholar
- Decision Sciences 28, 81 (1997), DOI: 10.1111/j.1540-5915.1997.tb01303.x. Crossref, Web of Science, Google Scholar
- Journal of the American Statistical Association 96, 161 (2001), DOI: 10.1198/016214501750332758. Crossref, Web of Science, Google Scholar
-
N.L. Johnson and S. Kotz , Urn Models and Their Applications ( Wiley-Interscience , 1977 ) . Google Scholar - M. Marsili and A. Valleriani, Self-organization of interacting Polya urns, Preprint available at citeseer.ist.psu.edu/194060.html (1998) . Google Scholar
-
H. M. Mahmoud , Polya Urn Models ( CRC Press , 2009 ) . Google Scholar -
A. J. McNeil , R. Frey and P. Embrechts , Quantitative Risk Management ( Princeton Press , 2005 ) . Google Scholar - Journal of the American Statistical Association 62, 589 (1967), DOI: 10.2307/2283985. Crossref, Web of Science, Google Scholar
- Metron 58, 13 (2000). Google Scholar
- Review of Derivatives Research 2, 161 (1998). Google Scholar
-
P. Schönbucher , Credit Derivatives Pricing Models: Models, Pricing and Implementation ( Wiley , 2003 ) . Google Scholar - Annals of Statistics 25, 1762 (1997). Web of Science, Google Scholar