  In the first part of the paper we study stochastic integrals of a nonrandom
function with respect to a nonorthogonal Hilbert noise defined on a semiring of
subsets of an arbitrary nonempty set. In the second part we apply this
construction to study limit behavior of canonical (i.e., degenerate) Von Mises
statistics based on weakly dependent stationary observations.
