A new model - the factorial hidden Markov volatility (FHMV) model - is proposed for financial returns and their latent … variances. It is also applicable to model directly realized variances. Volatility is modeled as a product of three components: a … Markov chain driving volatility persistence, an independent discrete process capable of generating jumps in the volatility …

of stochastic volatility models and stationary autoregressive processes …