Posts by John Salvatier
Stochastic Volatility model
- 17 June 2022
Asset prices have time-varying volatility (variance of day over day returns
). In some periods, returns are highly variable, while in others very stable. Stochastic volatility models model this with a latent volatility variable, modeled as a stochastic process. The following model is similar to the one described in the No-U-Turn Sampler paper, [Hoffman and Gelman, 2014].