We study the statistical mechanics of a general Hamiltonian system in the
context of symplectic structure of the corresponding phase space. This
covariant formalism reveals some interesting correspondences between properties
of the phase space and the associated statistical physics. While topology, as a
global property, turns out to be related to the total number of microstates,
the invariant measure which assigns {\it a priori} probability distribution
over the microstates, is determined by the local form of the symplectic
structure. As an example of a model for which the phase space has a nontrivial
topology, we apply our formulation on the Snyder noncommutative space-time with
de Sitter four-momentum space and analyze the results. Finally, in the
framework of such a setup, we examine our formalism by studying the
thermodynamical properties of a harmonic oscillator system.Comment: 12 two column pages, 2 figures, Final versio