纵向数据下半参数Logistic模型的变量选择

Variable Selection for Semi-parametric Logistic Regression Model with Longitudinal Data

文章研究了纵向数据半参数Logistic回归模型的估计问题,给出了模型中未知参数和未知函数的估计方法,探讨了参数部分的变量选择问题,并对不同的变量选择方法进行比较分析。从模拟结果可以看到,文中给出的方法具有很好的估计效果。

This paper studies the estimation problems of semi-parametric logistic regression model with longitudinal data, and presents a method of estimating the unknown parameter and the unknown function. The paper also investigates the variable se- lection of the parametric components, and makes a comparison among different methods of variable selection. Simulation results show that the method proposed in this paper has very good estimation effects.