March 23rd, 2010, 12:21 pm
You should first difference your data, i.e., the closing prices, to get the log returns of the data to make them startionary and then your GARCH model coefficients are likely to be more meaningful.I have used MATLAB to estimate GARCH models previously and have found it to be quiet straight forward and reliable. The only time I got spurious results is when there were no structural breaks in the data which meant that GARCH was not an appropriate model to use due to a lack of heteroskedasticity in the data. How long does you data set run for? Are they daily, weekly, monthly or yearly observations?