Abstract. The main purpose of this paper is to introduce a weighted sampling method that can reduce bias in a swine production prediction model and to propose improved performance effect. The results of this study indicate that applying a weighted sampling method can increase prediction accuracy when predicting production by using swine management system users' data that have different distributions from a population. This can solve problems with decreasing prediction accuracy due to difficulty in the model's input data representing a population.
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