R
####

简单入门
--------

+-----------------------------------+-----------------------------------+
| 资料                              | 简介                              |
+===================================+===================================+
| R in action (R语言实战)           | 比较简短的入门书，值得一读        |
+-----------------------------------+-----------------------------------+
| The Art of R Programming          | 很不错，简单清楚，适合入门        |
| (R语言编程艺术)                   |                                   |
+-----------------------------------+-----------------------------------+
| R Graphics Cookbook               | R作图，主要是ggplot2              |
+-----------------------------------+-----------------------------------+
| `r                                | 一些r包整理                       |
| packages <http://bbs.pingg        |                                   |
| u.org/thread-2477637-1-1.html>`__ |                                   |
+-----------------------------------+-----------------------------------+
| `rdatamining                      | 资料较全的r数据分析教程           |
|  <http://www.rdatamining.com/>`__ |                                   |
+-----------------------------------+-----------------------------------+

模块
----

+-----------------------------------+-----------------------------------+
| 模块                              | 用途                              |
+===================================+===================================+
| `reshape2                         | 数据处理，变换格式，很漂亮的用法  |
|  <http://cran.r-project.org/web/p |                                   |
| ackages/reshape2/reshape2.pdf>`__ |                                   |
+-----------------------------------+-----------------------------------+
| dplyr                             | 数据统计，变换，dplyr拆出         |
|                                   | 来的函数跟sql一脉相承，旧版是plyr |
+-----------------------------------+-----------------------------------+
| `ggv                              | 交互式画图，简单易学，强烈推荐    |
| is <http://ggvis.rstudio.com/>`__ |                                   |
+-----------------------------------+-----------------------------------+
| ggplot2                           | 画图，参数太多，用到再看          |
|                                   | 不迟，参考\ `Graphs <http://wiki  |
|                                   | .stdout.org/rcookbook/Graphs/>`__ |
+-----------------------------------+-----------------------------------+
| rattle                            | 数据挖掘、数据分析                |
+-----------------------------------+-----------------------------------+
| rstudio                           | r 开发 ide                        |
+-----------------------------------+-----------------------------------+
| lubridate                         | 时间计算，基础库                  |
+-----------------------------------+-----------------------------------+
| stringr                           | 字符串，基础库                    |
+-----------------------------------+-----------------------------------+
| sqldf                             | 数据查询                          |
+-----------------------------------+-----------------------------------+
| RMYSQL                            | 数据库                            |
+-----------------------------------+-----------------------------------+
| party                             | 决策树，参考\ `R and Data         |
|                                   | Mining <http://cran.r-proje       |
|                                   | ct.org/doc/contrib/Zhao_R_and_dat |
|                                   | a_mining.pdf>`__\ ，\ `Tree-Based |
|                                   | Models <http://www.statm          |
|                                   | ethods.net/advstats/cart.html>`__ |
+-----------------------------------+-----------------------------------+
| rpart                             | 决策树，参考\ `R and Data         |
|                                   | Mining <http://cran.r-proje       |
|                                   | ct.org/doc/contrib/Zhao_R_and_dat |
|                                   | a_mining.pdf>`__\ ，\ `Tree-Based |
|                                   | Models <http://www.statm          |
|                                   | ethods.net/advstats/cart.html>`__ |
+-----------------------------------+-----------------------------------+
| randomForest                      | 随机森林，参考\ `R and Data       |
|                                   | Mining <http://cran.r-proje       |
|                                   | ct.org/doc/contrib/Zhao_R_and_dat |
|                                   | a_mining.pdf>`__\ ，\ `Tree-Based |
|                                   | Models <http://www.statm          |
|                                   | ethods.net/advstats/cart.html>`__ |
+-----------------------------------+-----------------------------------+
| lm 函数                           | 线性回归，参考\ `R and Data       |
|                                   | Mining <ht                        |
|                                   | tp://cran.r-project.org/doc/contr |
|                                   | ib/Zhao_R_and_data_mining.pdf>`__ |
+-----------------------------------+-----------------------------------+
| glm 函数                          | 指定 family = “binomial”          |
|                                   | 即为逻辑回归，参考\ `R and Data   |
|                                   | Mining <ht                        |
|                                   | tp://cran.r-project.org/doc/contr |
|                                   | ib/Zhao_R_and_data_mining.pdf>`__ |
+-----------------------------------+-----------------------------------+

资料
----

+-----------------------------------+-----------------------------------+
| 资料                              | 备注                              |
+===================================+===================================+
| R intro (R导论)                   | 基本介绍                          |
+-----------------------------------+-----------------------------------+
| `Cookbook for                     | 基础示例，写的很好                |
| R <http                           |                                   |
| ://wiki.stdout.org/rcookbook/>`__ |                                   |
+-----------------------------------+-----------------------------------+
| `One Page                         | 使用示例，简单明了                |
| R <                               |                                   |
| http://onepager.togaware.com/>`__ |                                   |
+-----------------------------------+-----------------------------------+
| `d                                | 时间处理                          |
| ate-formats-in-r <http://www.r-bl |                                   |
| oggers.com/date-formats-in-r/>`__ |                                   |
+-----------------------------------+-----------------------------------+
| `列联表分析 <http://wenk          | 列联表，假设检验                  |
| u.baidu.com/link?url=BExg2hfnu01X |                                   |
| zoPVH8lrJSubWPxZkVcXnEgFsIiz3l5vV |                                   |
| gfunO7dSOEwcGoMcn17lJ6wwUE3STi6mC |                                   |
| 2c0u_IgBtdPYNJSG5X5HsjUiSxRN7>`__ |                                   |
+-----------------------------------+-----------------------------------+
| `主                               | 主成分，变量的线性组合生成新      |
| 成分分析 <http://blog.sina.com.cn | 的“成分”，主成分个数<变量数，降维 |
| /s/blog_4da7b8a90101kmss.html>`__ |                                   |
+-----------------------------------+-----------------------------------+
| `因子分析-Exploratory Factor      | 因子分析，因子的线性组合生成      |
| Analysis in                       | 已有的“变量”，因子数<变量数，降维 |
| R <https://w                      |                                   |
| ww.psych.umn.edu/faculty/waller/c |                                   |
| lasses/FA2010/FAinR/FAinR.pdf>`__ |                                   |
+-----------------------------------+-----------------------------------+
| `Plot Weekly or Monthly Totals in | 通过 cut + ggplot 迅速画出        |
| R                                 | 按时段　week / month 统计图       |
| <http://www.r-bloggers.com/plot-w |                                   |
| eekly-or-monthly-totals-in-r/>`__ |                                   |
+-----------------------------------+-----------------------------------+

书籍
----

+-------------------+-------------------+-----------------------------+
| 时间              | 书籍              | 读后感                      |
+===================+===================+=============================+
| 2013              | 机器学习          | 推荐，                      |
|                   | 实用案例解析      | 非常值得一读，行文不蔓不枝  |
+-------------------+-------------------+-----------------------------+
| 2013              | R和               | 当小                        |
|                   | Ruby数据分析之旅  | 品文看就行了，2-3个小时左右 |
+-------------------+-------------------+-----------------------------+
| 2012.12           | R Graphics        | R作图，主要是ggplot2        |
|                   | Cookbook          |                             |
+-------------------+-------------------+-----------------------------+
| 2012.02           | `R                |                             |
|                   | inferno <http     |                             |
|                   | ://www.burns-stat |                             |
|                   | .com/pages/Tutor/ |                             |
|                   | R_inferno.pdf>`__ |                             |
+-------------------+-------------------+-----------------------------+
| 2011.08           | R语言初学者指南者 | 比较薄，但还是晕，个        |
|                   |                   | 人感觉小白入门还是换一本吧  |
+-------------------+-------------------+-----------------------------+
| 2011.07           | R                 | 比较薄，当数据处理手册可以  |
|                   | 语言数据操作(Data |                             |
|                   | Manipulation with |                             |
|                   | R)                |                             |
+-------------------+-------------------+-----------------------------+
| 2011.03           | R Cookbook        | 手册书                      |
|                   |                   | ，还不错，用到的时候记得翻  |
+-------------------+-------------------+-----------------------------+
| 2011.02           | 25 Recipes for    | R Cookbook 缩减版，随便翻翻 |
|                   | Getting Started   |                             |
|                   | with R            |                             |
+-------------------+-------------------+-----------------------------+
| 2010              | R in a Nutshell   | 手册书，值得细看            |
+-------------------+-------------------+-----------------------------+
| 2010              | Data Mining with  |                             |
|                   | Rattle and R      |                             |
+-------------------+-------------------+-----------------------------+
| 2008              | 153分钟学会R      | 很不错的入门FAQ             |
+-------------------+-------------------+-----------------------------+
| 2007              | The R book        |                             |
+-------------------+-------------------+-----------------------------+
| 2006              | 统计建模与R软件   |                             |
+-------------------+-------------------+-----------------------------+
| 2006              | r for beginners   | 比                          |
|                   |                   | 较简短，方便做语法入门手册  |
+-------------------+-------------------+-----------------------------+
| 2002              | Simple R          |                             |
+-------------------+-------------------+-----------------------------+