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Prediction of 305-Day Lactation Milk Yield Based Monthly Test Day Values in Karan Fries Cattle

机译:基于Karan薯条牛的305天泌乳日产量的月试验日值预测

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The present investigation was carried out using data of first lactation monthly (MTDY) test day milk yields and 305-day milk yield records of 1345 Karan Fries cows sired by 84 bulls from 1984-2006 maintained at NDRI, Karnal. The test day milk yields recorded from 6th to 305th day at monthly intervals were used to predict 305 day milk. Simple linear regression analysis with only one independent variable at a time and stepwise backward multiple linear regression analysis was used to predict 305-day milk yield. Based on simple linear regression analysis with only one independent variable, the regression coefficients ranged from 83.18 (MTDY-11)to 189.65 (MTDY-5). The regression coefficients showed a consistently increasing trend up to MTDY-4 and thereafter consistently declining trend up to 11th monthly test day milk yield was noticed. The accuracy of prediction (R~2) of 305-day milk yield based on individual monthly test day milk yields varied between 19% (MTDY-1) and 61% (MTDY-6). The absolute error,percent error and error variance showed continuously declining trend in all the monthly test day milk yields. Based on fitting of stepwise multiple regressions, the regression equation with 4 variables viz. MTDY-2, MTDY-4, MTDY-6 and MTDY-9 was considered more appropriate for prediction of first lactation 305-day milk yield with 86% accuracy and 6.79 percent error of prediction in 305-day milk yield.
机译:本研究使用1984-2006年间由84头公牛在Karnal NDRI饲养的1345头Karan Fries奶牛的第一泌乳月度(MTDY)试验日产奶量和305天产奶量记录进行。从第6天到第305天以每月间隔记录的测试日牛奶产量用于预测305天牛奶。一次仅具有一个自变量的简单线性回归分析和逐步向后的多元线性回归分析可用于预测305天的产奶量。基于仅具有一个自变量的简单线性回归分析,回归系数的范围为83.18(MTDY-11)至189.65(MTDY-5)。回归系数显示直到MTDY-4的趋势持续增加,此后直到第11个测试日的牛奶产量均呈持续下降的趋势。根据每个月测试日的牛奶产量,预测305天牛奶产量的预测精度(R〜2)在19%(MTDY-1)和61%(MTDY-6)之间。绝对误差,百分误差和误差方差在所有每月测试日的牛奶产量中均呈现连续下降的趋势。基于逐步多元回归的拟合,具有4个变量的回归方程。 MTDY-2,MTDY-4,MTDY-6和MTDY-9被认为更适合预测305天奶量的首次泌乳期305天奶量,准确度为86%,预测误差为6.79%。

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