On the generation of conditional densities in nonlinear filtering for McKean-Vlasov systems | IEEE Conference Publication | IEEE Xplore

On the generation of conditional densities in nonlinear filtering for McKean-Vlasov systems


Abstract:

We consider state estimation problems for stochastic dynamical systems whose state equations are given by McKean-Vlasov type stochastic differential equations and hence c...Show More

Abstract:

We consider state estimation problems for stochastic dynamical systems whose state equations are given by McKean-Vlasov type stochastic differential equations and hence contain a measure term corresponding to the distribution of the solution of the state process. Nonlinear filtering equations in the form of conditional distributions have already been derived in this framework for the joint estimation of the state and the measure term when the measure term is itself random [1]. In this work, we consider a class of estimation problems of the above type and obtain nonlinear filtering equations for the conditional density corresponding to the joint information.
Date of Conference: 15-18 December 2015
Date Added to IEEE Xplore: 11 February 2016
ISBN Information:
Conference Location: Osaka, Japan

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