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METHOD FOR BUILDING PREDICTIVE MODELS WITH INCOMPLETE DATA
METHOD FOR BUILDING PREDICTIVE MODELS WITH INCOMPLETE DATA
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机译:数据不完整的预测模型的构建方法
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摘要
A method that imputes missing values while building a predictive model. A population of solutions is created using a data set comprising missing values, wherein each solution comprises parameters of each of the predictive models and the missing values of a data set. Each of the solutions in a population is checked for fitness. After the fitness is checked, the solutions in a population are genetically evolved to establish a successive population of solutions. The process of evolving and checking fitness is continued until a stopping criterion is reached.
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