I wanted to see where each of these methods are used and where they crisscross. For example, I heard that derivative pricing does not concern itself with future prediction like time series does, but perhaps it can use volatility information from GARCH models. Is it true that the field of derivative pricing is short term hedging, while time series is long-term arbitrage. I will appreciate is somebody points out the relations between the two approaches and where both are used simultaneously.