• DocumentCode
    3190092
  • Title

    Parallel lattice implementation for option pricing under mixed state-dependent volatility models

  • Author

    Campolieti, Giuseppe ; Makarov, Roman

  • Author_Institution
    Dept. of Math., Wilfrid Laurier Univ., Waterloo, Ont., Canada
  • fYear
    2005
  • fDate
    15-18 May 2005
  • Firstpage
    170
  • Lastpage
    176
  • Abstract
    With the principal goal of developing an alternative, relatively simple and tractable pricing framework for accurately reproducing a market implied volatility surface, this paper presents two new asset price return models for option pricing and calibration. We consider a class of hidden Markov models based on Markov switching and a mixture model that embeds two diffusion processes whereby the underlying asset price dynamics obeys a mixed state-dependent non-linear volatility model. In particular, we study the so-called two-state mixture CEV diffusion model. Among possible nonlinear mixed state-dependent models, this proposed model offers a good balance between computational tractability and multiple parameter flexibility in the calibration process. The model also captures most of the empirical features such as leptokurtosis and volatility clustering of asset price returns. We present efficient higher order multinomial lattice methods for calibrating our model and for pricing European and American style equity options. Finally, we discuss two parallel algorithms for implementing the lattice methods: the shared memory and distributed memory algorithms.
  • Keywords
    distributed shared memory systems; hidden Markov models; parallel algorithms; pricing; American style equity option pricing; European style equity option pricing; distributed memory algorithm; hidden Markov model; parallel algorithm; parallel lattice implementation; shared memory algorithm; Calibration; Clustering algorithms; Computational modeling; Diffusion processes; Hidden Markov models; Lattices; Mathematical model; Mathematics; Parallel algorithms; Pricing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    High Performance Computing Systems and Applications, 2005. HPCS 2005. 19th International Symposium on
  • ISSN
    1550-5243
  • Print_ISBN
    0-7695-2343-9
  • Type

    conf

  • DOI
    10.1109/HPCS.2005.41
  • Filename
    1430068