Definition of Essentially Stationary:
A time series process {xt} is essentially stationary iff
E[xt2] is uniformly bounded.
This definition may not be standard or widely used.
This means that even if the variance wanders around and is different
for different t, there is a finite bound to those variances. The variance of
the distribution of xt is never infinite for any t and indeed never
exceeds that finite bound. Thus an ARCH-type process might be essentially
stationary even though its variance is not constant for all t.
Note that there are strictly stationary processes that have infinite
second moments; such processes are not essentially stationary.
(Econterms)
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