This paper considers the application of long-memory processes to descr
ibing inflation for ten countries. We implement a new procedure to obt
ain approximate maximum likelihood estimates of an ARFIMA-GARCH proces
s; which is fractionally integrated I(d) with a superimposed stationar
y ARMA component in its conditional mean. Additionally, this long memo
ry process is allowed to have GARCH type conditional heteroscedasticit
y. On analysing monthly post-World War II CPI inflation for ten differ
ent countries, we find strong evidence of long memory with mean revert
ing behaviour for all countries except Japan, which appears stationary
. For three high inflation economies there is evidence that the mean a
nd volatility of inflation interact in a way that is consistent with t
he Friedman hypothesis.