There is a newer version of the record available.

Published May 10, 2017 | Version v0.0.75
Software Open

Bayesian Inference of State Space Models with the bssm Package

  • 1. University of Jyväskylä

Description

Efficient methods for Bayesian inference of state space models via particle Markov chain Monte Carlo and importance sampling type corrected Markov chain Monte Carlo. Currently supports models with Gaussian, Poisson, binomial, or negative binomial observation densities and Gaussian state dynamics, as well as general non-linear Gaussian models.

Notes

Funded by Academy of Finland grant 284513, "Exact approximate Monte Carlo methods for complex Bayesian inference".

Files

helske/bssm-v0.0.75.zip

Files (178.0 kB)

Name Size Download all
md5:b8e0d35894e4a699072b64dee618bbb1
178.0 kB Preview Download

Additional details

Related works