Asymptotic properties of recursive particle maximum likelihood estimation

Using stochastic gradient search and the optimal filter derivative, it is possible to perform recursive (i.e., online) maximum likelihood estimation in a non-linear state-space model. As the optimal filter and its derivative are analytically intractable for such a model, they need to be approximated...

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Hlavní autoři: Tadic, VZB, Doucet, A
Médium: Conference item
Jazyk:English
Vydáno: IEEE 2019