节点文献
基于弹性网回归的居民消费价格指数分析
Analysis on consumer price index based on elastic net regression
【摘要】 介绍了三种回归分析方法:岭回归,Lasso回归和弹性网回归,讨论了三种回归方法的优劣性,并分别用三种方法对居民消费价格指数与行业物价指数数据进行了建模,结果表明弹性网回归方法收缩了回归系数,且涵盖了大部分很有价值的预测变量,保证了模型的真实性.
【Abstract】 This paper introduced three regression methods as ridge regression,Lasso regression and elastic net regression and analyzed the strengths and weakness among them. At the same time,this paper applied this three regression methods to model with consumer price index and industry price index. Drew a conclusion that elastic net method shrinkage regression coefficients and covers most of the valuable predictive variable that ensured the authenticity of the model.
【关键词】 岭回归;
Lasso;
弹性网;
行业物价指数;
居民消费价格指数;
【Key words】 ridge regression; Lasso; elastic net; industry price index; consumer price index;
【Key words】 ridge regression; Lasso; elastic net; industry price index; consumer price index;
- 【文献出处】 哈尔滨商业大学学报(自然科学版) ,Journal of Harbin University of Commerce(Natural Sciences Edition) , 编辑部邮箱 ,2013年05期
- 【分类号】F224;F726
- 【被引频次】20
- 【下载频次】526