[推荐书]<Collective Intelligence in Action>实战集体智慧
Guowei Zhang
There's a great deal of wisdom in a crowd, but how do you listen to a thousand people talking at once? Identifying the wants, needs, and knowledge of internet users can be like listening to a mob.
In the Web 2.0 era, leveraging the collective power of user contributions, interactions, and feedback is the key to market dominance. A new category of powerful programming techniques lets you discover the patterns, inter-relationships, and individual profiles—the collective intelligence—locked in the data people leave behind as they surf websites, post blogs, and interact with other users.
Collective Intelligence in Action is a hands-on guidebook for implementing collective-intelligence concepts using Java. It is the first Java-based book to emphasize the underlying algorithms and technical implementation of vital data gathering and mining techniques like analyzing trends, discovering relationships, and making predictions. It provides a pragmatic approach to personalization by combining content-based analysis with collaborative approaches.
This book is for Java developers implementing collective intelligence in real, high-use applications. Following a running example in which you harvest and use information from blogs, you learn to develop software that you can embed in your own applications. The code examples are immediately reusable and give the Java developer a working collective intelligence toolkit.
Along the way, you work with, a number of APIs and open-source toolkits including text analysis and search using Lucene, web-crawling using Nutch, and applying machine learning algorithms using WEKA and the Java Data Mining (JDM) standard.
WHAT'S INSIDE:
- Architecture for embedding intelligence in your application
- Developing metadata about the user and content
- Gather intelligence from tagging and build tag clouds
- Introduction to intelligent web crawling and Nutch
- Harvesting information from the blogosphere
- Build a text analysis toolkit leveraging Lucene
- Business intelligence and data mining for recommendations and promotions
- Leveraging open-source data mining toolkit WEKA and the Java Data Mining (JDM) standard
- Incorporating intelligent search in your application
- Building a recommendation engine—finding related users and content
- Real-world case studies of Amazon, Google News, and Netflix personalization.
This book assumes you have a basic level of Java coding skills.
其作者简介为
Satnam Alag, PhD, is currently the Vice President of Engineering at NextBio, a vertical search engine and a Web 2.0 collaboration application for the life sciences community. He is a seasoned software professional with over fifteen years of experience in machine learning and over a decade of experience in commercial software development and management. Dr. Alag worked as a consultant with Johnson & Johnson's BabyCenter where he helped develop their personalization engine. Prior to that he was the Chief Software Architect at Rearden Commerce and began his career at GE R&D. He is a Sun Certified Enterprise Architect (SCEA) for the Java Platform. Dr Alag earned his PhD in engineering from UC Berkeley and his dissertation was in the area of probabilistic reasoning and machine learning. He has published numerous peer-reviewed articles.
可下载的地址：http://rapidshare.com/files/182650824/Manning_-_Collective_Intelligence_in_Action__282008_29.pdf
在这里可找到源代码"http://www.manning.com/alag/
pongba
--
刘未鹏(pongba)
Blog|C++的罗浮宫
http://blog.csdn.net/pongba
TopLanguage
http://groups.google.com/group/pongba
Zoom.Quiet
> 〈集体智慧编程〉（即 Programming Collective Intelligence: Building Smart Web 2.0
> Applications ）还没读完，Collective Intelligence in
> Action又来了。事实上，这本书目前在日本的书泉等书店也是作为计算机版块主推书而出现，书名翻译为<集合知プログラミング>。
代码都是Python 的，好懂，
非常实用的数据挖掘和RESTful API 设计体验分享！
大NB的书，，，
--
http://zoomquiet.org
'''过程改进乃是催生可促生靠谱的人的组织!'''
Free as in Freedom! 哲思自由软件社区:http://zeuux.org
舜王
collective intelligence in action这本书刚出来，前几天下下来瞄了几眼，是用java开发的。
其实我觉得翻译成"集体智慧"还不如翻译成"协作智能"，也不知翻译怎么想的。。。
pongba
中文版本的正在看，
ZQ 说的是 《Programming Collective Intelligence》的中文版吧？
Guowei 推荐的《Collective Intelligence in Action》还没出中文版。
莫华枫
--
反者道之动，弱者道之用
m...@seaskysh.com
longsh...@gmail.com
http://blog.csdn.net/longshanks/
beck917
2009/1/19 Guowei Zhang <zgw...@gmail.com>:
> 〈集体智慧编程〉（即 Programming Collective Intelligence: Building Smart Web 2.0中文版本的正在看，
> Applications ）还没读完，Collective Intelligence in
> Action又来了。事实上，这本书目前在日本的书泉等书店也是作为计算机版块主推书而出现，书名翻译为<集合知プログラミング>。
代码都是Python 的，好懂，
非常实用的数据挖掘和RESTful API 设计体验分享！
大NB的书，，，
Bian Jiang
http://www.douban.com/subject/3288908/?i=1
现在有中文版了，现在在读，感觉非常不错，对于Web开发的应该人手一本。
--
Bian Jiang
Blog: http://www.bianjiang.org/
Mail: borderj {at} gmail.com
Guowei Zhang
Bian Jiang
Stephen Zou
pongba
莫华枫
Launix
感谢推荐，正在学习中！！！
蒙面骑士
图灵刘江
图灵刘江
而不是O'Reilly的Programming Collective Intelligence。
同时看过这两本书的同学可以说说两者的区别和优劣。
On 1月27日, 下午9时41分, 图灵刘江 <liuj.tur...@gmail.com> wrote:
> 这本书中文版我们拿到了，译者好像还没有落实，欢迎大家踊跃报名。
Eric
PCI 就比较浅显一点, 讲的比较直白 (但是太直白了, 以至于其实实际中没法用来干事情, 只能"哦, 知道了, 还得找本严肃的书看看弄清楚细
节怎么搞的").
不过 Manning In Action 系列的书的品牌在, 估计市场很大.
译者落实了么? 我或许可以试试.