May 17th, 2014, 2:28 pm
Paraphrasing somewhat, your question reads to me: how do I differentiate a `change in the implied volatility surface' due to a spot movefrom a change due to a move in some underlying (latent) volatility? Since particular spot levels are typically traversed many times, you could look at all the historical implied vol surfaces associated with a fixed spot level. Controlling for maturity, etc, the remaining differences are then due to 'something else'. The something else should include latent vol moves, but there also may be changes in other state variables and just trading noise. If you have a good model and the state variables are [$](t, S_t, V_t, \dots)[$],then the implied-vol surface is a function [$]\sigma_{imp}(t, S_t,V_t, \dots)[$], suppressing other parameters.So, [$]\Delta \, \sigma_{imp}(t, S_t,V_t, \dots)[$] is an Ito formula-type expansion. I'm not sure how far you can get until the results get very model-dependent. Also, with latent [$]V_t[$], you have to estimate those, so [$]V_t \rightarrow \hat{V}_t[$], where the hat denotes an estimate.
Last edited by
Alan on May 16th, 2014, 10:00 pm, edited 1 time in total.