BAYESIAN-INFERENCE ON VARIANCE AND COVARIANCE COMPONENTS FOR TRAITS INFLUENCED BY MATERNAL AND DIRECT GENETIC-EFFECTS, USING THE GIBBS SAMPLER

被引:51
作者
JENSEN, J
WANG, CS
SORENSEN, DA
GIANOLA, D
机构
[1] CORNELL UNIV, DEPT ANIM SCI, ITHACA, NY 14853 USA
[2] UNIV WISCONSIN, DEPT MEAT & ANIM SCI, MADISON, WI 53706 USA
来源
ACTA AGRICULTURAE SCANDINAVICA SECTION A-ANIMAL SCIENCE | 1994年 / 44卷 / 04期
关键词
MATERNAL EFFECTS; SHEEP; MARGINAL INFERENCE; BAYESIAN ANALYSIS;
D O I
10.1080/09064709409410898
中图分类号
S8 [畜牧、 动物医学、狩猎、蚕、蜂];
学科分类号
0905 ;
摘要
A method for analyzing traits influenced by both maternal and direct genetic effects is presented in a Bayesian setting. A Bayesian analysis requires full marginalization of the joint posterior density. The necessary multidimensional integrations were carried out using the Gibbs sampler. This gives the possibility of exact marginal inference on (co)variance components of interest as opposed to results of REML analysis, where only joint inferences are possible. The method is illustrated by an example on growth in sheep.
引用
收藏
页码:193 / 201
页数:9
相关论文
共 35 条
[22]  
Meyer K, 1986, 3RD P WORLD C GEN AP, V12, P454
[23]  
MORRISON DF, 1976, MULTIVARIATE STATIST
[24]  
ODELL PL, 1966, J AM STAT ASSOC, V61, P199
[25]   RECOVERY OF INTER-BLOCK INFORMATION WHEN BLOCK SIZES ARE UNEQUAL [J].
PATTERSON, HD ;
THOMPSON, R .
BIOMETRIKA, 1971, 58 (03) :545-+
[26]  
PRESS SJ, 1989, BAYESIAN STATISTICS, P262
[27]  
SCOTT DW, 1992, MULTIVARIATE DENSITY, P317
[28]  
Searle SR, 1982, MATRIX ALGEBRA USEFU, P438
[29]   ESTIMATING VARIANCE-COMPONENTS IN A CLASS OF MIXED MODELS BY RESTRICTED MAXIMUM-LIKELIHOOD [J].
SMITH, SP ;
GRASER, HU .
JOURNAL OF DAIRY SCIENCE, 1986, 69 (04) :1156-1165
[30]  
SORENSEN DA, 1994, IN PRESS GEN SEL EVO