EXACT SCORE FOR TIME-SERIES MODELS IN STATE-SPACE FORM

被引:23
作者
KOOPMAN, SJ [1 ]
SHEPHARD, N [1 ]
机构
[1] UNIV OXFORD NUFFIELD COLL,OXFORD OX1 1NF,ENGLAND
关键词
EM ALGORITHM; KALMAN FILTER; SMOOTHING; UNOBSERVED COMPONENT;
D O I
10.2307/2337237
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
This paper shows that the score vector for Gaussian state space models takes on a simple form which can be computed in a single pass of the Kalman filter and a smoother.
引用
收藏
页码:823 / 826
页数:4
相关论文
共 7 条
[1]  
[Anonymous], 1989, BAYESIAN FORECASTING
[2]   SMOOTHING AND INTERPOLATION WITH THE STATE-SPACE MODEL [J].
DEJONG, P .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1989, 84 (408) :1085-1088
[3]   COVARIANCES FOR SMOOTHED ESTIMATES IN STATE-SPACE MODELS [J].
DEJONG, P ;
MACKINNON, MJ .
BIOMETRIKA, 1988, 75 (03) :601-602
[4]   A ONE-FACTOR MULTIVARIATE TIME-SERIES MODEL OF METROPOLITAN WAGE RATES [J].
ENGLE, R ;
WATSON, M .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1981, 76 (376) :774-781
[5]  
Gill P. E., 1981, PRACTICAL OPTIMIZATI
[6]  
Harvey Andrew C., 1989, FORECASTING STRUCTUR, DOI 10.1017/CBO9781107049994
[7]  
KOOPMAN SJ, 1993, IN PRESS BIOMETRIKA, V80