This paper investigates the second order properties of a stationary process
after random sampling. While a short memory process gives always rise to a
short memory one, we prove that long-memory can disappear when the sampling law
has heavy enough tails. We prove that under rather general conditions the
existence of the spectral density is preserved by random sampling. We also
investigate the effects of deterministic sampling on seasonal long-memory
