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Oct 18, 2016 at 11:24 comment added Jan Sila @user7035336 if you are doing it on log prices, then I bet you made a mistake - I was gonna say you modelled the ACF on prices as they are always non-stationary ~ unit root and similar shape :) You want to take natural logarithm and then difference those to get logarithmic differences - thats' what finance works with. Try that and have a look at the ACF and PACF again.
Oct 18, 2016 at 9:24 comment added Richard Hardy @user7035336 Yes, actually, there could be a unit root (and then long memory, indeed).
Oct 18, 2016 at 9:07 comment added user7035336 Is there evidence of the time series being Non-stationary, judging from the acf?
Oct 18, 2016 at 8:52 comment added Richard Hardy Generally noninteger values on the $x$-axis are not a problem. This could be monthly data with a period of 12, then a 1 on the axis stands for 1 year. Also, why long memory? Looks like ACF has an exponential (rather than linear) decay, hence short memory.
Oct 18, 2016 at 8:43 history answered Jan Sila CC BY-SA 3.0