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Journal of Dairy Science Vol. 80 No. 6 1060-1075
© 1997 by American Dairy Science Association ®
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Empirical Bayes Prediction of 305-Day Milk Production

Ted Jones 1

1 Veterinary Medicine Teaching and Research Center, School of Veterinary Medicine, University of California, Davis, Tulare 93274

A lactation curve described by an algebraic formula can be fitted by regression to the milk weights in the partial record of an individual lactation in progress; however, curves that are obtained in this manner do not provide useful predictions of milk production throughout the remainder of the lactation. This study examined the reasons for this failure and introduced a new empirical Bayes statistical method for fitting Wood's curve that was designed to provide good predictions of future production. The results of a comparison between predictions produced by the new method and predictions from Dairy Herd Improvement Association extension factors were quite favorable to the new method, which has advantages other than greater accuracy; the method does not require preparation of extension factor tables and can be readily adapted to individual herds. Comparisons revealed features of the Dairy Herd Improvement Association predictions that limit their usefulness for some herd management purposes.

Key Words: empirical Bayes method • milk production • lactation curve • Wood's curve

Submitted on February 24, 1995
Accepted on June 24, 1996




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N. P. P. Macciotta, D. Vicario, G. Pulina, and A. Cappio-Borlino
Test Day and Lactation Yield Predictions in Italian Simmental Cows by ARMA Methods
J Dairy Sci, November 1, 2002; 85(11): 3107 - 3114.
[Abstract] [Full Text] [PDF]




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Copyright © 1997 by the American Dairy Science Association ®.