数据科学家资源

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数据科学家资源

  1. 1. Part III: Data Science Resources 83
  2. 2. C.1. Vincent’s ListsOur friend Sandro created a great list of data mining blogs. The full list contains several dozens ofinteresting data mining blogs: http://www.dataminingblog.com/list-of-blogs. He also maintains a list ofanalytic 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.) atDataShaping.com, see http://www.datashaping.com/data_mining.shtml. One of the best, mostcomprehensive 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 FlanneryInternal 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 84
  3. 3. SAS and Statistical Programming  SASCommunity.org  SAS-L Mailing List  SAS Google GroupMiscellaneous  Citation List 86
  4. 4. External ResourcesWeb Analytics  Web Analytics Association  Avinashs BlogStatistics  American Statistical Association  Royal Statistical Society  StatSoft Electronic Textbook  Glossary  Stat Links from UCLA  ENBISQuant  Portal for the Computational Finance  Financial Intelligence Network  Artificial Intelligence Stock Market Forum  Wilmott  Fishers Comprehensive Financial Directory  Trading Analytics, conference listing  Futures Industry AssociationData 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 LanguageBiostatistics  Biospace  MedStats Google Group  Collection of Biostatistics Research Archive  The International Biometric SocietyBI, Market Research  Data Warehousing and Business Intelligence OrganizationOperations Research  Six Sigma Directory  Institute for Operations Research and Management SciencesText Mining  National Center for Text Mining  Text Mining DirectoryTutorials  Online Statistics Handbook  Wolfram Online Mathematical Encyclopedia  Online statistics courses 85

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