This paper is concerned with filtering for various types of stochastic volatility models including the class of ARCH models and continuous time stochastic volatility models. We extend the results of Peiris and Thavaneswaran (2004) on filtering for some time series models using a transformation proposed by Shiryayev (1995). Approximate option pricing for nonlinear volatility models are also discussed in some detail.
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