“…The application of asymptotic expansions and singular perturbation methods in mathematical finance has been studied by several authors: one of the first results was obtained by Whalley and Wilmott [31] in the study of transaction costs; in the seminal paper [18] Hagan and Woodward derived an asymptotic expansion formula for the implied volatility in a local volatility (LV) model where the volatility function can be written as the product of two independent functions of time and underlying, the prototype example being the constant elasticity of variance (CEV) model; the approximation of more general one-dimensional LV models, using different deterministic and probabilistic techniques, was studied among others by Howison [22], Widdicks, Duck, Andricopoulos and Newton [32], Capriotti [5], Gatheral, Hsu, Laurence, Ouyang and Wang [15], Benhamou, Gobet and Miri [3]. A further different approach based on heat kernel expansion and the parametrix method was proposed by Corielli, Foschi and Pascucci [7], Cheng, Constantinescu, Costanzino, Mazzucato and Nistor [6], Kristensen and Mele [24].…”