DISTURBANCE SMOOTHER FOR STATE-SPACE MODELS

Authors
Citation
Sj. Koopman, DISTURBANCE SMOOTHER FOR STATE-SPACE MODELS, Biometrika, 80(1), 1993, pp. 117-126
Citations number
10
Categorie Soggetti
Mathematical Methods, Biology & Medicine","Statistic & Probability
Journal title
ISSN journal
00063444
Volume
80
Issue
1
Year of publication
1993
Pages
117 - 126
Database
ISI
SICI code
0006-3444(1993)80:1<117:DSFSM>2.0.ZU;2-#
Abstract
This paper develops a method to evaluate the smoothed estimator of the disturbance vector in a state space model together with its mean squa red error matrix. This disturbance smoother also leads to an efficient smoother for the state vector. Applications include a method to calcu late auxiliary residuals for unobserved components time series models and an EM algorithm for estimating covariance parameters in a state sp ace model.