Bias of particle approximations to optimal filter derivative

In many applications, a state-space model depends on a parameter which needs to be inferred from data in an online manner. In the maximum likelihood approach, this can be achieved using stochastic gradient search, where the underlying gradient estimation is based on the optimal filter and the optima...

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Bibliographic Details
Main Authors: Tadic, VZB, Doucet, A
Format: Journal article
Language:English
Published: Society for Industrial and Applied Mathematics 2021