
数据挖掘
Data mining
Jiawei Han、Micheline Kamber · 初版 2000 年
4人推荐
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“如果你想运用当今最强大的数据挖掘技术来应对真实的商业挑战,这就是你需要的资源。《数据挖掘:概念与技术》让你对数据挖掘原理有扎实的理解,并教你在大规模企业数据库中进行知识发现的可靠方法。” “本书专为数据库从业者和专业人士而写,开篇是概念性介绍,旨在让你快速入门。随后全面、前沿地涵盖数据挖掘的概念与技术。每一章都作为一个独
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如果你想要一本相当容易读、没有太多公式的书,试试:《Data Mining: Practical Machine Learning Tools and Techniques (Second Edition)》 http://www.cs.waikato.ac.nz/~ml/weka/book.html 它与 Weka 开源机器学习工具包 http://www.cs.waikato.ac.nz/ml/weka/ 搭配得很好……
If you want a fairly easy read without too many equations, try: Data Mining: Practical Machine Learning Tools and Techniques (Second Edition) http://www.cs.waikato.ac.nz/~ml/weka/book.html Which goes nicely with the Weka open source ML toolkit http://www.cs.waikato.ac.nz/ml/weka/…
……会明白 P vs NP 是什么意思)。从更实用的角度来说,我认为机器学习必读的是 Tom Mitchell 的《Machine Learning》。另一本据我所知更容易理解的书是《Data Mining: Practical Machine Learning Tools and Techniques》。
…will learn what P vs NP means). On a more practical side, I think that a must read for machine learning is Tom Mitchell - Machine Learning . Another book that from what I've heard is easier to digest is Data Mining: Practical Machine Learning Tools and Techniques.
……以及对高盛日常运营的一瞥) http://www.amazon.com/Why-Left-Goldman-Sachs-Street/dp/14555... 《The Hobbit》 http://www.amazon.com/Hobbit-There-Again-Illustrated-Author/... 《Data Mining: Concepts and Techniques》(数据挖掘的绝佳入门) http://www.amazon.com/Data-Mining-Concepts-Techniques-Manage... 《Programming Collective Intelligence》(你可以摆弄实际的实现……
…and a look into the day to day operations of Goldman Sachs) http://www.amazon.com/Why-Left-Goldman-Sachs-Street/dp/14555... The Hobbit http://www.amazon.com/Hobbit-There-Again-Illustrated-Author/... Data Mining: Concepts and Techniques(Great intro into data mining) http://www.amazon.com/Data-Mining-Concepts-Techniques-Manage... Programming Collective Intelligence(You can play around with actual implementations…
- Baeza Yates 写的《现代信息检索》(Modern Information Retrieval)- 韩家炜等人的数据挖掘书 - Witten 等人写的《Managing Gigabytes》- Chakrabarti 写的超文本挖掘书
- Modern Information Retrieval by Baeza Yates - Data Mining Book by Jiawei Han et al - Managing Gigabytes by Witten et al - Hypertext Mining book by Chakrabarti
关于机器学习应用/工具的书: - 《Programming Collective Intelligence》 - http://www.oreilly.com/catalog/9780596529321/ - 《Data Mining: Practical Machine Learning Tools and Technique》 - http://www.cs.waikato.ac.nz/~ml/weka/book.html 关于机器学习背景/理论的书: - 《machine learning》 - http://www.cs.cmu.edu/~tom/mlbook.html -……
books about machine learning applications/tools: - "Programming Collective Intelligence" - http://www.oreilly.com/catalog/9780596529321/ - "Data Mining: Practical Machine Learning Tools and Technique" - http://www.cs.waikato.ac.nz/~ml/weka/book.html books about machine learning background/theory: - "machine learning" - http://www.cs.cmu.edu/~tom/mlbook.html -…