SOLUTION OF MULTIPLE TRAIT ANIMAL-MODELS WITH MISSING DATA ON SOME TRAITS

Citation
V. Ducrocq et B. Besbes, SOLUTION OF MULTIPLE TRAIT ANIMAL-MODELS WITH MISSING DATA ON SOME TRAITS, Journal of animal breeding and genetics, 110(2), 1993, pp. 81-92
Citations number
30
Categorie Soggetti
Agriculture Dairy & AnumalScience
ISSN journal
09312668
Volume
110
Issue
2
Year of publication
1993
Pages
81 - 92
Database
ISI
SICI code
0931-2668(1993)110:2<81:SOMTAW>2.0.ZU;2-1
Abstract
In multiple trait animal model evaluations, several transformations (c anonical, triangular, combined) can be used to decrease the size of th e mixed model equations or to increase their sparsity. A simple method based on an EM argument and re lacing missing records by their expect ation given the current parameters allows the use of the canonical tra nsformation in situations where data are missing and selection is igno rable. The convergence behavior of these different approaches were com pared on real data sets simulating different missing patterns. The com bined transformation is always better than the triangular transformati on. The extended version of the canonical transformation clearly leads to the fastest convergence, in terms of overall CPU time, especially when a reduced animal model is used (2 to 3 times faster than the tria ngular transformation) and when more traits are considered simultaneou sly.