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一类改进的贝叶斯模型选择方法 被引量:4

An Improved Bayesian Model Selection Method
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摘要 文章针对线性回归问题中的模型选择进行了研究,从理论上提出了将k折交叉验证与投影预测法相结合的模型选择方法,通过数据仿真验证了此方法的合理性。 This paper studies the model selection in linear regression, and theoretically puts forward the model selection method by combining k-fold cross-validation and projection prediction method. Finally the paper verifies the rationality of this method by data simulation.
作者 井晓丹 朱永忠 井睿 Jing Xiaodan;Zhu Yongzhong;Jing Rui(College of Science,Hohai University,Nanjing 211100,China;College of Economics and Management,Northwest A &F University,Xianyang Shaanxi 712100,China)
出处 《统计与决策》 CSSCI 北大核心 2019年第1期29-33,共5页 Statistics & Decision
关键词 贝叶斯模型平均 交叉验证 投影预测 泛化能力 Bayesian model averaging cross-validation projection prediction generalization ability
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