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GRAPHICAL MODELS FOR CORRELATED DEFAULTS
Authors:Ismail Onur Filiz  Xin Guo  Jason Morton  Bernd Sturmfels
Affiliation:University of California at Berkeley
Abstract:A simple graphical model for correlated defaults is proposed, with explicit formulas for the loss distribution. Algebraic geometry techniques are employed to show that this model is well posed for default dependence: it represents any given marginal distribution for single firms and pairwise correlation matrix. These techniques also provide a calibration algorithm based on maximum likelihood estimation. Finally, the model is compared with standard normal copula model in terms of tails of the loss distribution and implied correlation smile.
Keywords:graphical models  toric models  Ising model  default dependence  correlated default  correlation smile  normal copula  algebraic statistics
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