A diffusion process with smooth and nondegenerate elliptic infinitesim
al generator on a manifold M induces a Riemannian metric g on M. This
paper discusses in detail different symmetry properties of such a diff
usion by geometric methods. Partial differential equations associated
with the generator are studied likewise. With an eye to modelling and
applications to filtering, relationships between symmetries of determi
nistic systems and symmetries of diffusion processes are delineated. T
he incidence of a stochastic framework on the properties of an origina
l deterministic system are then illustrated in different examples. The
construction of a diffusion process with given symmetries is also add
ressed and resulting geometric problems are raised.