Sur différents problèmes de convergence en loi dans l'espace de Wiener

Abstract : The thesis deals with the probabilistic approximation in a fractional context, which means in models connected in one way or another to the fractional Brownian motion. The common denominator of our results is that they offer general conditions under which a random variable having a complicated law converges in law to a random variable with easier law. And when this was possible, we have also associated convergence rates. The tools are linked to a recent research field, called Malliavin-Stein approach. In 2005, Nualart and Peccati have discovered a surprising limit theorem (known as the fourth moment theorem) for series of multiple Wiener-Itô integrals: for such series and after renormalization, convergence in distribution to standard Gaussian happens to be equivalent to the convergence of the fourth moment only. Shortly after the publication of this nice result, Peccati and Tudor have extended it to the multivariate case. And since many improvements and new developments have appeared in the literature, including an article by Nourdin and Peccati which for the first time combined the method of Stein with the Malliavin calculus, providing a framework in which it is now possible to associate a rate of convergence to the fourth moment theorem. We focus in this thesis on the total variation distance between the laws of two double Wiener-Itô integrals. We improve a previous result of Davydov and Martinova. Then we study the asymptotic behavior of a two-dimensional cross-variation process that has the form of a Young integral. Finally, a multivariate convergence is established of some Volterra processes built from the fractional Brownian motion.
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Rola Zintout. Sur différents problèmes de convergence en loi dans l'espace de Wiener. Mathématiques générales [math.GM]. Université de Lorraine, 2015. Français. ⟨NNT : 2015LORR0124⟩. ⟨tel-01751830⟩

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