Jhj. Vanderwerf et al., EFFECTS OF CORRECTION FOR HETEROGENEITY OF VARIANCE ON BIAS AND ACCURACY OF BREEDING VALUE ESTIMATION FOR DUTCH DAIRY-CATTLE, Journal of dairy science, 77(10), 1994, pp. 3174-3184
Data on 305-d milk yield from the Dutch dairy evaluation were used to
obtain breeding value estimates from an animal model for 1984 to 1992.
Changes in sire evaluations were investigated for bias and realized a
ccuracy. Evaluations based on progeny records were generally lower tha
n their expectation based on parent average. The average decrease was
157 kg for Black and White bulls and 73 kg for Red and White bulls. Ev
aluations based on test daughters changed about -50 kg when second and
third lactations became available, but estimates for breeding value c
hanged insignificantly when records on daughters from the breeding per
iod of the bull were used. The standard deviation of changes from eval
uations for first to second batch was about 14% larger than expected f
rom population parameters. Breeding values of imported bulls, based on
Dutch data, decreased 75 kg when more information became available in
subsequent evaluations. Heterogeneity of variance was estimated by a
quasi-likelihood approach with a model that accounted for sampling var
iance on estimates of variances within herd. The coefficient of variat
ion of the variances within herd-year was 31%. A simple method for sta
ndardization of variances within herd-year decreased bias of parent av
erages by about 20%, and fluctuations of breeding values were within t
he expected range. A correction for heterogeneity of variance within h
erd may not remove all bias of parent averages, but a general improvem
ent of bias and accuracy of breeding values can be expected.