  In this work we show the equivalence between Hamiltonian mechanics and
conservation of information entropy. We will show that distributions with
coordinate independent values for information entropy require that the manifold
on which the distribution is defined is charted by conjugate pairs (i.e. it is
a symplectic manifold). We will also show that further requiring that the
information entropy is conserved during the evolution yields Hamilton's
equations.
