A Decision Tree Model to Determine Some Environmental Factors Affecting 305-Day Milk Yield in Simmental Cows

Asli Akilli, Hulya Atil, Ç. Takma
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Abstract

In this study, some environmental factors thought to be effective on 305-day milk yield in Simmental cows, were examined according to the decision tree method with regression tree algorithm. For this purpose, the effect levels of calving interval, somatic cell count, calving age, and parity variables on the 305-day milk yield of 148 Simental cows were determined. As a result of the decision tree application, the factors affecting 305-day milk yield were found as parity, calving age, somatic cell count, and calving interval, in order of importance. In addition, it was determined that the 305-day milk yield of the cows with the calving age above 5 was high, and the cows with the somatic cell count greater than 104.500 were found to be the lowest. There is a need to use the decision tree approach in order to examine the effects of other environmental factors that are thought to be effective on milk yield or other economic characteristics in dairy farming and to provide appropriate conditions by correcting the relevant factors accordingly.
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影响西门塔尔奶牛305日产奶量环境因素的决策树模型
本研究采用决策树方法,结合回归树算法,对影响西门塔尔奶牛305天产奶量的环境因素进行了研究。为此,测定了产犊间隔、体细胞数、产犊年龄和胎次等变量对148头西蒙特奶牛305日产奶量的影响程度。通过决策树的应用,发现影响305天产奶量的因素依次为胎次、产犊年龄、体细胞计数和产犊间隔。结果表明,产犊年龄在5岁以上的奶牛305天产奶量较高,而体细胞数大于104.500的奶牛产奶量最低。有必要使用决策树方法来检查被认为对牛奶产量或奶牛养殖的其他经济特征有效的其他环境因素的影响,并通过相应地纠正相关因素来提供适当的条件。
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