  In this paper we study the small noise asymptotic expansions for certain
classes of local volatility models arising in finance. We provide explicit
expressions for the involved coefficients as well as accurate estimates on the
remainders. Moreover, we perform a detailed numerical analysis, with accuracy
comparisons, of the obtained results by mean of the standard Monte Carlo
technique as well as exploiting the polynomial Chaos Expansion approach.
