Hi: I wouldn't try to forecast prices since they are clearly not stationary. You can calculate log returns and then possibly forecast them using lagged returns ( and then convert the forecast back to price ) but it's a very difficult endeavor indeed. In fact, if you can do it well, you won't want to tell anyone what you did because it's an extremely profitable technique.