  In this paper we study precise large deviations for the partial sums of a
stationary sequence with a subexponential marginal distribution. Our main focus
is on distributions which either have a regularly varying or a lognormal-type
tail. We apply the results to prove limit theory for the maxima of the entries
large sample covariance matrices.
