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Efficient inference in state-space models through adaptive learning in online Monte Carlo expectation maximization

Expectation maximization (EM) is a technique for estimating maximum-likelihood parameters of a latent variable model given observed data by alternating between taking expectations of sufficient statistics, and maximizing the expected log likelihood. For situations where sufficient statistics are int...

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Detalles Bibliográficos
Autores principales: Henderson, Donna, Lunter, Gerton
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7382664/
https://www.ncbi.nlm.nih.gov/pubmed/32764847
http://dx.doi.org/10.1007/s00180-019-00937-4