On inference for ABC approximations of time series models

Markov chain Monte Carlo (MCMC) and Sequential Monte Carlo (SMC) are well-studied simulation based methods that have been very successful for a variety of complex inference problems. However, standard MCMC and SMC cannot deal with problems where the corresponding likelihood is intractable. By intrac...

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Bibliographic Details
Main Author: Ehrlich, Elena
Other Authors: Jasra, Ajay; Kantas, Nikolaos
Published: Imperial College London 2013
Subjects:
510
Online Access:http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.650686