• DocumentCode
    120822
  • Title

    A hidden Markov reduced-form risk model

  • Author

    Jia-Wen Gu ; Wai-Ki Ching ; Zheng, Haomian

  • Author_Institution
    Dept. of Math., Univ. of Hong Kong, Hong Kong, China
  • fYear
    2014
  • fDate
    27-28 March 2014
  • Firstpage
    190
  • Lastpage
    196
  • Abstract
    In this paper, we propose a reduced-form credit risk model with a hidden state process. The hidden state process is adopted to model the underlying economic environment with an observable state revealing the delayed and noisy information of the underlying economic state. Our model is a generalization of the work in Gu et al. [1]. Under this framework, we give a computational method to extract the underlying economic state and to find the distribution of multiple default times. Numerical experiment is conducted to illustrate the impact of change in observable state and the contagion effect of defaults.
  • Keywords
    economics; finance; hidden Markov models; observability; risk analysis; default contagion effect; delayed information; economic environment; economic state; hidden Markov reduced-form risk model; hidden state process; multiple default time distribution; noisy information; numerical experiment; observable state; reduced-form credit risk model; Computational modeling; Economics; Hidden Markov models; Joints; Mathematical model; Numerical models; Portfolios;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computational Intelligence for Financial Engineering & Economics (CIFEr), 2104 IEEE Conference on
  • Conference_Location
    London
  • Type

    conf

  • DOI
    10.1109/CIFEr.2014.6924072
  • Filename
    6924072