sentences:  Another considers the regular sequence of directional-changes as the proxy for the instantaneous volatility.There exist several known parametrisation of the implied volatility surface, Schonbucher, SVI and gSVI.Using a simplification of the above formula it is possible to estimate annualized volatility based solely on approximate observations.