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重读 ESL(十)

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末了,我想这里小结一些读书过程中觉得需要仔细研究的一些 topic:

  • L^1 的 regularizer 的相关研究,如 LAR、SCAD、Dantzig selector、FS 等等。
  • spline、wavelet、SURE 以及相关的泛函分析方面的结论。
  • Vapnic 的 SRM;
  • GBDT 的原始文献,实现细节等
  • Bayesian neural nets
  • SVM 的实现
  • FDA、MDA 这类降维算法
  • associate rule 的实现
  • 主曲线相关文献
  • Gaussian graphical model 及其相关
  • multiple testing
  • FDR 与 Benjamini-Hochberg procedure

后面我们将一个一个的通过文献来说明这里面的神奇之处。

——————–
And there was a strife between the herdsmen of Abram’s cattle and the herdsmen of Lot’s cattle: and the Canaanite and the Perizzite dwelled then in the land.

Written by zt

2012/01/28 at 10:13 PM

Posted in machine learning

Tagged with ,

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