I have been running ARCH/ARMAX models on an overclocked machine that has a clock speed of 5 GHz. Unfortunately, the programs take a very long time time to achieve convergence because of the number of observations as well as other factors. Question: Is there any reason to believe that adding a Graphics Processing Unit would speed things up?

Thank you in advance
Kevin Forbes