来源：http://www.analyticbridge.com/group/data-science

1. Part III: Data Science Resources
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2. C.1. Vincent’s Lists
Our friend Sandro created a great list of data mining blogs. The full list contains several dozens of
interesting data mining blogs: http://www.dataminingblog.com/list-of-blogs. He also maintains a list of
analytic people. For a list of top 1,800 data science websites (it will be updated in the next few weeks),
see http://www.analyticbridge.com/forum/topics/top-1800-analytic-websites.
We also maintain a list of resources (books, companies, training, webinars, vendors, etc.) at
DataShaping.com, see http://www.datashaping.com/data_mining.shtml. One of the best, most
comprehensive and up-to-date list is by Gregory at http://www.kdnuggets.com.
Vincent’s Favorite Books
 Handbook of Natural Language Processing by Nitin Indurkhya and Fred J. Damerau
 Collective Intelligence by Toby Segaran
 Handbook of Fitting Statistical Distributions with R by Zaven A. Karian and Edward J. Dudewicz
 Statistics for Spatial Data by Noel Cressie
 Computer Science Handbook by Allen B. Tucker
 Data Mining and Knowledge Discovery Handbook by Oded Maimon and Lior Rokach
 Handbook of Computational Statistics by James E. Gentle, Wolfgang Härdle, and Yuichi Mori
 Handbook of Statistical Analysis and Data Mining Applications by Robert Nisbet, John Elder, and
Gary Miner
 International Encyclopedia of Statistical Science by Miodrag Lovric
 The Princeton Companion to Mathematics by Timothy Gowers
 Encyclopedia of Machine Learning by Claude Sammut and Geoffrey Webb
 The Elements of Statistical Learning by Trevor Hastie, Robert Tibshirani, and Jerome Friedman
 Numerical Recipes: The Art of Scientific Computing by William Press, Saul Teukolsky, William
Vetterling, and Brian Flannery
Internal Analyticbridge Resources
 News | Polls | Jobs | Help
 Data Science e-Book
 Analytic Certifications
 Courses, Training
 Conferences, Webinars
 White Papers, Slides
 Text Mining Group
 Featured Profiles
 AnalyticBridge Newsletter
 Data Visualization
 Big Data
 New Books and Journals
 Competitions
 Think Tank
 Tutorials
 Salary surveys and trends
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3. SAS and Statistical Programming
 SASCommunity.org
 SAS-L Mailing List
 SAS Google Group
Miscellaneous
 Citation List
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4. External Resources
Web Analytics
 Web Analytics Association
 Avinash's Blog
Statistics
 American Statistical Association
 Royal Statistical Society
 StatSoft Electronic Textbook
 Glossary
 Stat Links from UCLA
 ENBIS
Quant
 Portal for the Computational Finance
 Financial Intelligence Network
 Artificial Intelligence Stock Market Forum
 Wilmott
 Fisher's Comprehensive Financial Directory
 Trading Analytics, conference listing
 Futures Industry Association
Data Mining / Engineering
 KDNuggets.com
 Video Lectures, Interviews
 ACM Special Interest Group on Knowledge Discovery and Data Mining
 American Association for Artificial Intelligence
 The Advanced Computing Systems Association
 Association for Computational Linguistics
 IEEE International Conference on Data Mining
 Data Mining Digest (Blog)
 Data Mining Resources by Marcus Zillman
 Predictive Markup Modeling Language
Biostatistics
 Biospace
 MedStats Google Group
 Collection of Biostatistics Research Archive
 The International Biometric Society
BI, Market Research
 Data Warehousing and Business Intelligence Organization
Operations Research
 Six Sigma Directory
 Institute for Operations Research and Management Sciences
Text Mining
 National Center for Text Mining
 Text Mining Directory
Tutorials
 Online Statistics Handbook
 Wolfram Online Mathematical Encyclopedia
 Online statistics courses
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