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Nonlinear filtering and large deviations:a pde-control theoretic approach
Abstract:We consider the asymptotic nonlinear filtering problem dx=f(x)dt + ?1/2 dw,dy=h(x) dt + ? dv and obtain lim?→0 ? log q 2(x,t) = -W(x,t) for unnormalized conditional densities q 2(x,t) using PDE methods. HereW(x,t) is the value function for a deterministic optimal control problem arising in Mortensen's deterministic estimation, and is the unique viscosity solution of a Hamilton-Jacobi-Bellman equation. ijab has also studied this filtering problem, and we extend his large deviation result for certain unnormalized conditional measures. The resulting variational problem corresponds to the above control problem
Keywords:Nonlinear filtering  large deviations  viscosity solutions
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