Gaussian processes in a class of
stochastic processes associated with quantum systems at nonzero temperature (the
periodic stochastic processes satisfying Osterwalder-Schrader (OS) positivity
on the circle) are studied. A representation of the covariance function of a
periodic Gaussian OS-positive process is obtained which gives a complete
description of all such processes. The two-sided Markov property on the circle is
studied and it is determined which periodic Gaussian OS-positive processes
satisfy the two-sided Markov property on the circle. It is shown that every
periodic Gaussian OS-positive process is the restriction of a periodic Gaussian
two-sided Markov process. For nonperiodic Gaussian OS-positive processes it
is shown that the two-sided Markov property is equivalent to the Markov
property.