I'm trying to get an estimate of the error in my sample standard deviation (not a statistician at all, hope I'm using correct terminology). The timeseries is normally distributed and follows an AR1 process to good enough approximation.
I understand how to do it without autocorrelation (Standard deviation of standard deviation) and how to compute a correction for AR1 autocorrelation in an estimate of standard error for an estimate of the mean. (https://en.wikipedia.org/wiki/Standard_error#Correction_for_correlation_in_the_sample), but I'm uncertain whether I can just add this correction to the estimate of standard deviation of standard deviation.
(if you know of a reference, that would also be much appreciated)