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[书籍介绍] Data Mining with Rattle and R- (Use R) [推广有奖]

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Data Mining with Rattle and RThe Art of Excavating Data for Knowledge Discovery

Series: Use R


Williams, Graham

  • Encourages the concept of programming with data - more than just pushing data through tools, but learning to live and breathe the data
  • Accessible to many readers and not necessarily just those with strong backgrounds in computer science or statistics
  • Details some of the more popular algorithms for data mining, as well as covering model evaluation and model deployment
Data mining is the art and science of intelligent data analysis. By building knowledge from information, data mining adds considerable value to the ever increasing stores of electronic data that abound today. In performing data mining many decisions need to be made regarding the choice of methodology, the choice of data, the choice of tools, and the choice of algorithms.
Throughout this book the reader is introduced to the basic concepts and some of the more popular algorithms of data mining. With a focus on the hands-on end-to-end process for data mining, Williams guides the reader through various capabilities of the easy to use, free, and open source Rattle Data Mining Software built on the sophisticated R Statistical Software. The focus on doing data mining rather than just reading about data mining is refreshing.
The book covers data understanding, data preparation, data refinement, model building, model evaluation,  and practical deployment. The reader will learn to rapidly deliver a data mining project using software easily installed for free from the Internet. Coupling Rattle with R delivers a very sophisticated data mining environment with all the power, and more, of the many commercial offerings.

Content Level » Research
Keywords » Data mining

Related subjects » Physical & Information Science

Table of contents Introduction.- Getting Started.- Working with Data.- Loading Data.- Exploring Data.- Interactive Graphics.- Transforming Data.- Descriptive and Predictive Analytics.- Cluster Analysis.- Association Analysis.- Decision Trees.- Random Forests.- Boosting.- Support Vector Machines.- Model Performance Evaluation.- Deployment.

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关键词:Data Mining rattle Data Mini ning

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nkunku 发表于 2011-8-5 08:32:58 |只看作者 |坛友微信交流群
谢谢斑竹提供的好书

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藤椅
aimms 发表于 2011-8-6 09:42:23 |只看作者 |坛友微信交流群
good book thank you .

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板凳
shenbaiseshatan 在职认证  发表于 2011-8-7 21:18:05 来自手机 |只看作者 |坛友微信交流群
感谢分享,队伍越来越强大了,哈哈
胜人者有力,自胜者强!

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tl19870822 发表于 2014-7-25 22:47:25 |只看作者 |坛友微信交流群
可以再发一下吗  我下载不了  不知道是怎么回事  

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地板
tl19870822 发表于 2014-7-25 22:47:57 |只看作者 |坛友微信交流群
重新发一个文件的形式   麻烦楼主了

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tl19870822 发表于 2014-7-26 23:54:02 |只看作者 |坛友微信交流群
麻烦好心人发我一份  邮箱871765044@qq.com

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jacky陈2183 在职认证  学生认证  发表于 2014-7-29 10:47:45 |只看作者 |坛友微信交流群
多谢,学习了。

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谢谢分享谢谢分享

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woodynicolas 发表于 2014-12-6 06:38:18 |只看作者 |坛友微信交流群
回复支持一下。

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