http://www.bibsonomy.org/burst/concept/tag/enronBibSonomy BuRST Feed for /concept/tag/enron2008-07-21T00:36:44+02:00http://www.bibsonomy.org/bibtex/2c66fa858b58398f469558c5d85cf8a7a/cschenkcschenk2008-06-21T18:52:26+02:00retrieval bayes folders svm classification automatic algorithms ir categorization winnow paper benchmark email read:2008 enron information sri <span style="color:#555555;">R. <a href="http://www.bibsonomy.org/author/Bekkerman">Bekkerman</a> and A. <a href="http://www.bibsonomy.org/author/McCallum">McCallum</a> and G. <a href="http://www.bibsonomy.org/author/Huang">Huang</a> </span><em>Center for Intelligent Information Retrieval, Technical Report IR</em>(<em>2004</em>)Sat Jun 21 18:52:26 CEST 2008Center for Intelligent Information Retrieval, Technical Report IRAutomatic Categorization of Email into Folders: Benchmark Experiments on Enron and SRI Corpora4182004retrieval bayes folders svm classification automatic algorithms ir categorization winnow paper benchmark email read:2008 enron information sri Office workers everywhere are drowning in email—not only spam, but also large quantities of legitimate email to be read and organized for browsing. Although there have been extensive investigations of automatic document categorization, email gives rise to a number of unique challenges, and there has been relatively little study of classifying email into folders. This paper presents an extensive benchmark study of email foldering using two large corpora of real-world email messages and foldering schemes: one from former Enron employees, another from participants in an SRI research pro ject. We discuss the challenges that arise from differences between email foldering and traditional document classification. We show experimental results from an array of automated classification methods and evaluation methodologies, including a new evaluation method of foldering results based on the email timeline, and including enhancements to the exponential gradient method Winnow, providing top-tier accuracy with a fraction the training time of alternative methods. We also establish that classification accuracy in many cases is relatively low, confirming the challenges of email data, and pointing toward email foldering as an important area for further research.http://www.bibsonomy.org/bibtex/2c66fa858b58398f469558c5d85cf8a7a/renewrenew2008-02-22T02:54:42+01:00email enron classification <span style="color:#555555;">R. <a href="http://www.bibsonomy.org/author/Bekkerman">Bekkerman</a> and A. <a href="http://www.bibsonomy.org/author/McCallum">McCallum</a> and G. <a href="http://www.bibsonomy.org/author/Huang">Huang</a> </span><em>Center for Intelligent Information Retrieval, Technical Report IR</em>(<em>2004</em>)Fri Feb 22 02:54:42 CET 2008Center for Intelligent Information Retrieval, Technical Report IR{Automatic Categorization of Email into Folders: Benchmark Experiments on Enron and SRI Corpora}4182004email enron classification try to importhttp://www.bibsonomy.org/bibtex/2dc3efbbde8374750a5b79cc371da480d/tscherttschert2008-01-21T09:20:12+01:00visualisation enron networks <span style="color:#555555;">jeffrey <a href="http://www.bibsonomy.org/author/heer">heer</a> </span>(<em>28.12.2005</em>)Mon Jan 21 09:20:12 CET 2008exploring enron: Visualizing ANLP Results: -- a course project28.12.2005visualisation enron networks http://www.bibsonomy.org/bibtex/2cc1aafcc0b9c0f626524a2e6b5fa54ed/mariannemarianne2007-02-14T21:23:17+01:00email enron <span style="color:#555555;">Jitesh <a href="http://www.bibsonomy.org/author/Shetty">Shetty</a> and Jafar <a href="http://www.bibsonomy.org/author/Adibi">Adibi</a> </span>(<em>2004</em>)Wed Feb 14 21:23:17 CET 2007The Enron Email Dataset Database Schema and Brief Statistical Report2004email enron http://www.bibsonomy.org/bibtex/2c86c536d92eab095546074fa384fe6c5/mariannemarianne2007-02-14T21:18:43+01:00graph enron <span style="color:#555555;">Carey E. <a href="http://www.bibsonomy.org/author/Priebe">Priebe</a> and John M. <a href="http://www.bibsonomy.org/author/Conroy">Conroy</a> and David J. <a href="http://www.bibsonomy.org/author/Marchette">Marchette</a> and Youngser <a href="http://www.bibsonomy.org/author/Park">Park</a> </span>(<em>2005</em>)Wed Feb 14 21:18:43 CET 2007SDM 05Scan Statistics on Enron Graphs2005graph enron http://www.bibsonomy.org/bibtex/251fef5d6f59a1946dc43a00de26313f1/mariannemarianne2007-02-14T21:16:46+01:00sna enron <span style="color:#555555;">Nishith <a href="http://www.bibsonomy.org/author/Pathak">Pathak</a> and Sandeep <a href="http://www.bibsonomy.org/author/Mane">Mane</a> and Jaideep <a href="http://www.bibsonomy.org/author/Srivastava">Srivastava</a> and Noshir <a href="http://www.bibsonomy.org/author/S.Contractor">S.Contractor</a> </span>(<em>2006</em>)Wed Feb 14 21:16:46 CET 2007SDM 06Knowledge Perception Analysis in a Social Network2006sna enron http://www.bibsonomy.org/bibtex/28da68b120d1570a05d9304346c456a0d/mariannemarianne2007-02-14T21:14:09+01:00sna temporal enron <span style="color:#555555;">Kathleen M. <a href="http://www.bibsonomy.org/author/Carley">Carley</a> and Terrill L. <a href="http://www.bibsonomy.org/author/Frantz">Frantz</a> </span>(<em>2006</em>)Wed Feb 14 21:14:09 CET 2007SDM 06Organizational Response to the Turmoil of Personnel Turnover2006sna temporal enron http://www.bibsonomy.org/bibtex/2a15fe0cebac3bbd3d98d97d11b24bc85/mariannemarianne2007-02-14T21:13:43+01:00enron email graph <span style="color:#555555;">B&#252;lent <a href="http://www.bibsonomy.org/author/Yener">Yener</a> and Anurat <a href="http://www.bibsonomy.org/author/Chapanond">Chapanond</a> </span>(<em>2005</em>)Wed Feb 14 21:13:43 CET 2007SDM 05Graph Theoretic and Spectral Analysis of Enron Email Data2005enron email graph http://www.bibsonomy.org/bibtex/2208f2b050b51af45da9d4322cbb7907c/mariannemarianne2007-02-14T21:13:31+01:00email entropy enron <span style="color:#555555;">Malu <a href="http://www.bibsonomy.org/author/Castellanos">Castellanos</a> and Parvathi <a href="http://www.bibsonomy.org/author/Chundi">Chundi</a> </span>(<em>2006</em>)Wed Feb 14 21:13:31 CET 2007SDM 06Entropy Based Measure Functions for Analyzing Time Stamped Documents2006email entropy enron http://www.bibsonomy.org/bibtex/25261db2e3fd11a766e4f7a5e8f8cac72/mariannemarianne2007-02-14T21:13:15+01:00enron <span style="color:#555555;">D. <a href="http://www.bibsonomy.org/author/Roussinov">Roussinov</a> and SW. <a href="http://www.bibsonomy.org/author/Fong">Fong</a> </span>(<em>2006</em>)Wed Feb 14 21:13:15 CET 2007SDM 06Detecting Word Substitution in Adversarial Communication2006enron http://www.bibsonomy.org/bibtex/2e6c6feb1475a15f2eb68e6cb3380c23f/mariannemarianne2007-02-14T21:12:56+01:00email enron <span style="color:#555555;">D.B. <a href="http://www.bibsonomy.org/author/Skillicorn">Skillicorn</a> and P.S. <a href="http://www.bibsonomy.org/author/Keila">Keila</a> </span>(<em>2005</em>)Wed Feb 14 21:12:56 CET 2007SDM 05Structure in the Enron Email Dataset2005email enron dblphttp://www.bibsonomy.org/bibtex/22c8d78ea04ca4a9117136e816d9baddb/mariannemarianne2007-02-14T21:09:25+01:00sna enron <span style="color:#555555;">Andrew <a href="http://www.bibsonomy.org/author/McCallum">McCallum</a> and Andr&#233;s <a href="http://www.bibsonomy.org/author/Corrada-Emmanuel">Corrada-Emmanuel</a> and Xuerui <a href="http://www.bibsonomy.org/author/Wang">Wang</a> </span><em>IJCAI, </em><em>page786-791. </em><em>Professional Book Center, </em>(<em>2005</em>)Wed Feb 14 21:09:25 CET 2007IJCAIconf/ijcai/2005786-791Topic and Role Discovery in Social Networks.2005sna enron dblphttp://www.bibsonomy.org/bibtex/25cc888bb47f10fc1e1b75acb23d67d1c/mariannemarianne2007-02-14T21:07:40+01:00enron <span style="color:#555555;">Bryan <a href="http://www.bibsonomy.org/author/Klimt">Klimt</a> and Yiming <a href="http://www.bibsonomy.org/author/Yang">Yang</a> </span><em>CEAS, </em>(<em>2004</em>)Wed Feb 14 21:07:40 CET 2007CEASconf/ceas/2004Introducing the Enron Corpus.2004enron Email Surveillance Using Non-negative Matrix Factorizationhttp://www.bibsonomy.org/bibtex/256be23a42ad37f0c00ba784029e8e111/mariannemarianne2007-02-14T20:54:59+01:00enron email <span style="color:#555555;">Michael W. <a href="http://www.bibsonomy.org/author/Berry">Berry</a> and Murray <a href="http://www.bibsonomy.org/author/Browne">Browne</a> </span><em>Comput. Math. Organ. Theory</em><em>11(3):249--264</em>(<em>2005</em>)Wed Feb 14 20:54:59 CET 2007Hingham, MA, USAComput. Math. Organ. Theory3249--264Email Surveillance Using Non-negative Matrix Factorization112005enron email http://www.bibsonomy.org/bibtex/254d09517ea95ee96c9b8e88931ab7fc5/mariannemarianne2007-01-18T19:06:13+01:00sna enron <span style="color:#555555;">Andrew <a href="http://www.bibsonomy.org/author/McCallum">McCallum</a> and Andr&#180;es <a href="http://www.bibsonomy.org/author/Corrada-Emmanuel">Corrada-Emmanuel</a> and Xuerui <a href="http://www.bibsonomy.org/author/Wang">Wang</a> </span><em>orkshop on Link Analysis, Counterterrorism and Security, </em><em>page33--44. </em><em>Newport Beach, CA, </em>(<em>2005</em>)Thu Jan 18 19:06:13 CET 2007Newport Beach, CAorkshop on Link Analysis, Counterterrorism and SecuritySIAM International Conference on Data Mining33--44The Author-Recipient-Topic Model for Topic and Role Discovery in Social Networks, with Application to Enron and Academic Email2005sna enron Multi-way distributional clustering via pairwise interactionshttp://www.bibsonomy.org/bibtex/2a5ac489feb7407a07570f6733665a6dd/mariannemarianne2006-12-13T19:49:40+01:00clustering enron mdc <span style="color:#555555;">Ron <a href="http://www.bibsonomy.org/author/Bekkerman">Bekkerman</a> and Ran <a href="http://www.bibsonomy.org/author/El-Yaniv">El-Yaniv</a> and Andrew <a href="http://www.bibsonomy.org/author/McCallum">McCallum</a> </span><em>ICML '05: Proceedings of the 22nd international conference on Machine learning, </em><em>page41--48. </em><em>New York, NY, USA, </em><em>ACM Press, </em>(<em>2005</em>)Wed Dec 13 19:49:40 CET 2006New York, NY, USAICML '05: Proceedings of the 22nd international conference on Machine learning41--48Multi-way distributional clustering via pairwise interactions2005clustering enron mdc