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We study asymptotic expansion of the likelihood of a certain class of Gaussian processes characterized by their spectral density . We consider the case where $f_\theta\PAR{x} \sim_{x\to 0} \ABS{x}^{-\al(\theta)}L_\theta(x)L_\theta$ a slowly varying function and . We prove LAN property for these models which include in particular fractional Brownian motion %$B^\alpha_t,: \alpha \geq 1/2$ or ARFIMA processes.

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