- Tytuł:
- On some properties of ML and REML estimators in mixed normal models with two variance components
- Autorzy:
-
Gnot, Stanisław
Michalski, Andrzej
Urbańska-Motyka, Agnieszka - Powiązania:
- https://bibliotekanauki.pl/articles/729742.pdf
- Data publikacji:
- 2004
- Wydawca:
- Uniwersytet Zielonogórski. Wydział Matematyki, Informatyki i Ekonometrii
- Tematy:
-
mixed linear models
likelihood-based inference
ML- and REML- estimation
variance components
Fisher's information - Opis:
- In the paper, the problem of estimation of variance components σ₁² and σ₂² by using the ML-method and REML-method in a normal mixed linear model {Y,E(Y) = Xβ, Cov(Y) = σ₁²V + σ₂²Iₙ} is considered. This paper deal with properties of estimators of variance components, particularly when an explicit form of these estimators is unknown. The conditions when the ML and REML estimators can be expressed in explicit forms are given, too. The simulation study for one-way classification unbalanced random model together with a new proposition of approximation of expectation and variances of ML and REML estimators are shown. Numerical calculations with reference to the generalized Fisher's information are also given.
- Źródło:
-
Discussiones Mathematicae Probability and Statistics; 2004, 24, 1; 109-126
1509-9423 - Pojawia się w:
- Discussiones Mathematicae Probability and Statistics
- Dostawca treści:
- Biblioteka Nauki
Artykuł