I am a nuclear engineer by training with several patents for radiation shielding design in the early '90's. I've read Zivot & Wang's "Modeling Financial Time Series with S-Plus", I own MatLab, the MatLab Neural Net Toolbox, and Statistica.
I don't make money trading with them per se. No holy grail or black box that I've been able to find. For me, at least, I have never been able to forecast flat price directional markets but I have been able to model strong correlational tendencies between market instruments that behave much better statistically than flat price instruments. Enough of a positive risk/reward skew to make money at it for 18 consecutive years and counting, with every market sector and with just about every market condition.
Most practical time series analysis is used by professional risk managers.
Using statistical tools to mine and exploit arbitrage opportunities IMO is a much more worthwhile goal than trying to predict forward price.
In the end, it's all about the money. You don't have to predict future outcomes to make money in the markets. If your reasoning is that you might one day be able to identify statistically relevant tendencies, then fine. If you want to build forward price curves, then fine. But please don't think that success in the marketplace requires looking at one instrument in isolation and then applying GARCH or ARIMA or whatever to that one instrument.
Look for relationships.
I don't make money trading with them per se. No holy grail or black box that I've been able to find. For me, at least, I have never been able to forecast flat price directional markets but I have been able to model strong correlational tendencies between market instruments that behave much better statistically than flat price instruments. Enough of a positive risk/reward skew to make money at it for 18 consecutive years and counting, with every market sector and with just about every market condition.
Most practical time series analysis is used by professional risk managers.
Using statistical tools to mine and exploit arbitrage opportunities IMO is a much more worthwhile goal than trying to predict forward price.
In the end, it's all about the money. You don't have to predict future outcomes to make money in the markets. If your reasoning is that you might one day be able to identify statistically relevant tendencies, then fine. If you want to build forward price curves, then fine. But please don't think that success in the marketplace requires looking at one instrument in isolation and then applying GARCH or ARIMA or whatever to that one instrument.
Look for relationships.
.