Application of Classification and Regression Tree (CRT) Method for Predicting the Some Environmental Factors Affecting Weaning Weight of Awassi Lamb

H. Hızlı, Ç. Takma, Ş. Ergül
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Abstract

: In this study, the effects of some environmental factors on the weaning weights of Awassi lambs, raised within the scope of the Awassi sheep breed sub-project of the Ovine Breeding National Project in the Hands of the People Project under the coordination of the General Directorate of Agricultural Research and Policies affiliated to the Ministry of Agriculture and Forestry, were investigated. For this purpose, estimation was made with the regression decision tree (CRT) method, which is one of the machine learning algorithms. In the study, the effects of age of dam, gender, birth type and flock type (elite and base flock), which are thought to influence weaning weight in Awassi lambs, were considered independent variables, while weaning weight was considered as the dependent variable. According to the regression tree estimations, the most effective environmental factor on weaning weight of Awassi lambs was found to be the birth type. While the effective factor for singleton lambs was the gender, it was determined that the important factor for male lambs was the type of flock. Age of dam was found to be effective on the weaning weights of the lambs in the base flock.
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分类回归树(CRT)方法在预测影响阿瓦西羔羊断奶体重的环境因素中的应用
摘要:本研究以农林部农业研究与政策总局协调的“羊养殖全民工程”阿瓦西羊品种子项目为研究对象,研究了不同环境因素对阿瓦西羔羊断奶体重的影响。为此,使用机器学习算法之一的回归决策树(CRT)方法进行估计。本研究将影响阿瓦西羔羊断奶体重的母羊年龄、性别、出生类型和羊群类型(精英羊和基础羊)作为自变量,断奶体重作为因变量。根据回归树估计,对阿瓦西羔羊断奶体重影响最大的环境因子是出生类型。单羔的有效因素是性别,而公羔的重要因素是羊群类型。犊牛龄对基础群羔羊断奶重有影响。
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