This paper applies to interest rate models the theoretical method developed
in Ait-Sahalia (1998) to generate accurate closed-form approximations to t
he transition function of an arbitrary diffusion. While the main focus of t
his paper is on the maximum-likelihood estimation of interest rate models w
ith otherwise unknown transition functions, applications to the valuation o
f derivative securities are also briefly discussed.