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Backward simulation methods for monte carlo statistical inference

Presents and discusses various backward simulation methods for Monte Carlo statistical inference. The focus is on SMC-based backward simulators, which are useful for inference in analytically intractable models, such as nonlinear and/or non-Gaussian SSMs, but also in more general latent variable mod...

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Detalles Bibliográficos
Autores principales: Lindsten, Fredrik, Schön, Thomas B
Lenguaje:eng
Publicado: Now Publishers 2013
Materias:
XX
Acceso en línea:http://cds.cern.ch/record/2761863
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author Lindsten, Fredrik
Schön, Thomas B
author_facet Lindsten, Fredrik
Schön, Thomas B
author_sort Lindsten, Fredrik
collection CERN
description Presents and discusses various backward simulation methods for Monte Carlo statistical inference. The focus is on SMC-based backward simulators, which are useful for inference in analytically intractable models, such as nonlinear and/or non-Gaussian SSMs, but also in more general latent variable models.
id cern-2761863
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2013
publisher Now Publishers
record_format invenio
spelling cern-27618632021-04-21T16:39:20Zhttp://cds.cern.ch/record/2761863engLindsten, FredrikSchön, Thomas BBackward simulation methods for monte carlo statistical inferenceXXPresents and discusses various backward simulation methods for Monte Carlo statistical inference. The focus is on SMC-based backward simulators, which are useful for inference in analytically intractable models, such as nonlinear and/or non-Gaussian SSMs, but also in more general latent variable models.Now Publishersoai:cds.cern.ch:27618632013
spellingShingle XX
Lindsten, Fredrik
Schön, Thomas B
Backward simulation methods for monte carlo statistical inference
title Backward simulation methods for monte carlo statistical inference
title_full Backward simulation methods for monte carlo statistical inference
title_fullStr Backward simulation methods for monte carlo statistical inference
title_full_unstemmed Backward simulation methods for monte carlo statistical inference
title_short Backward simulation methods for monte carlo statistical inference
title_sort backward simulation methods for monte carlo statistical inference
topic XX
url http://cds.cern.ch/record/2761863
work_keys_str_mv AT lindstenfredrik backwardsimulationmethodsformontecarlostatisticalinference
AT schonthomasb backwardsimulationmethodsformontecarlostatisticalinference