Quote from PetaDollar:
AltTrader: You should test your implicit supposition that "two time series that look similar were generated by the same underlying probability distributions". You should also learn to test for serial dependency in a time series, which is a problem for many because they only know autocorrelation.
This is slightly beyond my comprehension. I know about time series and probability distributions. What's serial dependency in a t.s.?