# ESL-CN **Repository Path**: f463747451/ESL-CN ## Basic Information - **Project Name**: ESL-CN - **Description**: The Elements of Statistical Learning (ESL)的中文翻译、代码实现及其习题解答。 - **Primary Language**: Unknown - **License**: GPL-3.0 - **Default Branch**: master - **Homepage**: None - **GVP Project**: No ## Statistics - **Stars**: 0 - **Forks**: 0 - **Created**: 2020-07-10 - **Last Updated**: 2020-12-19 ## Categories & Tags **Categories**: Uncategorized **Tags**: None ## README # ESL-CN [![Build Status](https://travis-ci.org/szcf-weiya/ESL-CN.svg?branch=master)](https://travis-ci.org/szcf-weiya/ESL-CN) [![Gitter](https://badges.gitter.im/ESL-CN/community.svg)](https://gitter.im/ESL-CN/community?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge) The Elements of Statistical Learning (ESL) 的中文翻译、代码实现及其习题解答。 ## 习题解答 - [![](https://img.shields.io/badge/solution-chapter%202-blue.svg)](https://github.com/szcf-weiya/ESL-CN/milestone/7) - [![](https://img.shields.io/badge/solution-chapter%203-blue.svg)](https://github.com/szcf-weiya/ESL-CN/milestone/2) - [![](https://img.shields.io/badge/solution-chapter%204-blue.svg)](https://github.com/szcf-weiya/ESL-CN/milestone/12) - [![](https://img.shields.io/badge/solution-chapter%205-blue.svg)](https://github.com/szcf-weiya/ESL-CN/milestone/6) - [![](https://img.shields.io/badge/solution-chapter%206-blue.svg)](https://github.com/szcf-weiya/ESL-CN/milestone/14) - [![](https://img.shields.io/badge/solution-chapter%207-blue.svg)](https://github.com/szcf-weiya/ESL-CN/milestone/4) - [![](https://img.shields.io/badge/solution-chapter%208-blue.svg)](https://github.com/szcf-weiya/ESL-CN/milestone/17) - [![](https://img.shields.io/badge/solution-chapter%209-blue.svg)](https://github.com/szcf-weiya/ESL-CN/milestone/15) - [![](https://img.shields.io/badge/solution-chapter%2010-blue.svg)](https://github.com/szcf-weiya/ESL-CN/milestone/1) - [![](https://img.shields.io/badge/solution-chapter%2011-blue.svg)](https://github.com/szcf-weiya/ESL-CN/milestone/18) - [![](https://img.shields.io/badge/solution-chapter%2012-blue.svg)](https://github.com/szcf-weiya/ESL-CN/milestone/3) - [![](https://img.shields.io/badge/solution-chapter%2013-blue.svg)](https://github.com/szcf-weiya/ESL-CN/milestone/19) - [![](https://img.shields.io/badge/solution-chapter%2014-blue.svg)](https://github.com/szcf-weiya/ESL-CN/milestone/5) - [![](https://img.shields.io/badge/solution-chapter%2015-blue.svg)](https://github.com/szcf-weiya/ESL-CN/milestone/16) - [![](https://img.shields.io/badge/solution-chapter%2016-blue.svg)](https://github.com/szcf-weiya/ESL-CN/milestone/21) - [![](https://img.shields.io/badge/solution-chapter%2017-blue.svg)](https://github.com/szcf-weiya/ESL-CN/milestone/20) - [![](https://img.shields.io/badge/solution-chapter%2018-blue.svg)](https://github.com/szcf-weiya/ESL-CN/milestone/13) ## 代码实现 1. [EM 算法模拟](code/EM/em.R) 2. [朴素贝叶斯进行文本挖掘](code/NaiveBayes) 3. [CART实现](code/CART) 4. [AdaBoost实现R&Julia](code/boosting) 5. [MARS实现](code/MARS) 6. [RBM](code/rbm)，或者可以查看 [Jupyter Notebook](http://nbviewer.jupyter.org/github/szcf-weiya/ESL-CN/blob/master/code/rbm/RBM.ipynb) 7. [Gibbs](code/Gibbs) 8. [Self-organized Map](code/SOM) 9. [kernel estimation](code/nonParametrics) 10. [Resampling Method](code/Resampling): 包括交叉验证(cv)和自助法(bootstrap) 11. [Neural Network](code/nn): [Simple Classification](http://nbviewer.jupyter.org/github/szcf-weiya/TFnotes/blob/master/nn/nn.ipynb)，[Implementation for Section 11.6](http://nbviewer.jupyter.org/github/szcf-weiya/ESL-CN/blob/master/code/nn/Implementation-for-Section-6.ipynb) 12. [高维问题例子](code/HighDim): [例18.1的模拟](http://rmd.hohoweiya.xyz/ex18_1.nb.html) ## 文献统计 | Chap | AOS | JASA | JRSS | BKA | percentage | | ---- | ---- | ---- | ---- | ---- | ---------- | | 3| 1|0|3|0|4/14| | 4| 0|0|0|0|0/7| |5| 0|0|0|1|1/11| | 7| 4| 6| 2 |0| 12/23| |8|1|4|1|0|6/17| |9|0|1|0|0|1/11| |10|9|0|0|0|9/25| |12|2|1|1|0|4/14| |14|1|1|0|0|2/14| |15|1|0|0|0|1/8| | 17 | 0 | 0 | 0 | 0 | 0/12 | | 18 | 1 | 3 | 4 | 0 | 8/21 | | ---- | ---- | ---- | ---- | ---- | ---- |