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Parameter Estimation for Observed Diffusions in Manifolds
Authors:NG  S K; CAINES  P E; CHEN  H F
Institution: Department of Electrical Engineering, McGill University Montreal, P.Q. Canada
Department of Electrical Engineering, McGill University Montreal, P.Q. Canada Institute of Systems Science Beijing, China
Abstract:Following the procedure described by Elworthy (1982) and Ikeda& Watanabe (1981) we construct the solution of stochasticdifferential equations (SDEs) in manifolds. We take such SDEsto describe parametrized completely observed stochastic systemsand manifold-valued state processes. The likelihood functionfor the system parameter is computed by two methods: the firstapplies to the case of parallelizable manifolds; the secondapplies to the general case, here the solution of the systemSDE is constructed in the orthonormal frame bundle of the manifold.Two examples are given.
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