Skip to content

6.10 文献笔记

原文 The Elements of Statistical Learning
翻译 szcf-weiya
时间 2018-02-23
状态 Done

关于核方法有大量的文献,我们这里不打算总结.而是理出一些非常好的文献,它们自身有非常多的参考文献.Loader (1999)1对局部回归和概率似然介绍很完整,并且也描述了拟合这些模型的很先进的(state-of-the-art)软件.Fan and Gijbels (1996)2从更理论的层面介绍了这些模型. Hastie and Tibshirani (1990)3在可加模型中讨论了局部回归. 和Scott (1992)5一样,Silverman (1986)4也很好地总结了密度估计.


  1. Loader, C. (1999). Local Regression and Likelihood, Springer, New York. 

  2. Fan, J. and Gijbels, I. (1996). Local Polynomial Modelling and Its Applications, Chapman and Hall, London. 

  3. Hastie, T. and Tibshirani, R. (1990). Generalized Additive Models, Chapman and Hall, London. 

  4. Silverman, B. (1986). Density Estimation for Statistics and Data Analysis, Chapman and Hall, London. 

  5. Scott, D. (1992). Multivariate Density Estimation: Theory, Practice, and Visualization, Wiley, New York. 

Comments