TagLearner: A P2P classifier learning system from collaboratively tagged text documents

ICDM Workshops 2009 - IEEE International Conference on Data Mining

Volumn , Issue , 2009, Pages 495-500

  Dutta, Haimonti ^a   Zhu, Xianshu ^b   Mahule, Tushar ^b   Kargupta, Hillol ^b   Borne, Kirk ^c   Lauth, Codrina ^d   Holz, Florian ^e   Heyer, Gerhard ^e  

^a Howard Hughes Medical Institute   (United States)

^b UNIVERSITY OF MARYLAND BALTIMORE COUNTY   (United States)

^c GEORGE MASON UNIVERSITY   (United States)

^d FRAUNHOFER IAIS   (Germany)

^e UNIVERSITY OF LEIPZIG   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

CENTRAL SERVERS; CLASSIFICATION ALGORITHM; CLASSIFIER LEARNING; COLLABORATIVE TAGGING; DISTRIBUTED COMPUTATIONS; EMPIRICAL RESULTS; END USERS; FAST RATE; KNOWLEDGE EXTRACTION; NEWS AGENCIES; ONLINE REPOSITORIES; PEER-TO-PEER SYSTEM; SELF-ORGANIZE; TEXT DATA; TEXT DOCUMENT; TRANSIENT POPULATION; WEB USERS;

CLASSIFIERS; DIGITAL LIBRARIES; DISTRIBUTED COMPUTER SYSTEMS; LEARNING SYSTEMS; LINEARIZATION; PEER TO PEER NETWORKS; TECHNICAL PRESENTATIONS; TEXT PROCESSING;

DATA MINING;

EID: 77951149175     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDMW.2009.90     Document Type: Conference Paper

References (18)

1. Christopher H. Brooks and Nancy Montanez. Improved annotation of the blogosphere via autotagging and hierarchical clustering. In WWW '06: Proceedings of the 15th international conference on World Wide Web, pages 625-632, New York, NY, USA, 2006. ACM.
2. S. Craig and D. Reed. Hypercube Implementation of the Simplex Algorithm. In Association of Computing Machinery (ACM), pages 1473-1482, 1988.
3. G. B. Dantzig. Linear Programming and Extensions. Princeton University Press, NJ, 1963.
4. H. Dutta and A. Matthur. Distributed optimization strategies for mining on peer-to-peer networks. In Machine Learning and Applications, 2008. ICMLA '08. Seventh International Conference on, pages 350-355, Dec. 2008.
5. Haimonti Dutta. Empowering Scientific Discovery by Distributed Data Mining on the Grid Infrastructure. PhD thesis, University of Maryland, Baltimore County (UMBC), 2007.
6. Haimonti Dutta and Hillol Kargupta. Distributed linear programming and resource management for data mining in distributed environments. In ICDM Workshops, pages 543-552, 2008.
7. R. M. Freund and S. Mizuno. Interior point methods: Current status and future directions. In H. Frenk, editor, In High Performance Optimization, pages 441-446. Kluwer Academic Press, 2000.
8. Scott Golder and Bernardo A. Huberman. The structure of collaborative tagging systems, Aug 2005.
9. Xin Li, Lei Guo, and Yihong Eric Zhao. Tag-based social interest discovery. In WWW '08: Proceeding of the 17th international conference on World Wide Web, pages 675-684, New York, NY, USA, 2008. ACM.
10. O. L. Mangasarian. Linear and nonlinear seperation of patterns by linear programming. Operations Research, 13(3):444 - 452, May 1965.
11. B. Mayank, G. M. Hector, G. Aristides, and R. Motwani. Estimating aggregates on a peer-to-peer network. Technical report, Computer Science Department, Stanford University, 2004.
12. Satoshi Niwa, Takuo Doi, and Shinichi Honiden. Web page recommender system based on folksonomy mining for itng '06 submissions. In ITNG '06: Proceedings of the Third International Conference on Information Technology: New Generations, pages 388-393, Washington, DC, USA, 2006. IEEE Computer Society.
13. J.E. Rowley and J. Farrow. Organizing knowledge. Gower Aldershot, Hampshire, England, 2000.
14. L. V. S. Lakshmanan S. A. Yahia, M. Benedikt and J. Stoyanovich. Efficient network aware search in collaborative tagging sites. In Proc. VLDB, pages 710-721, 2008.
15. F. W. Smith. Pattern classifier design by linear programming. IEEE Transactions on Computers, C-17(4):367 - 372, April 1968.
16. Karen H. L. Tso-Sutter, Leandro Balby Marinho, and Lars Schmidt-Thieme. Tag-aware recommender systems by fusion of collaborative filtering algorithms. In SAC '08: Proceedings of the 2008 ACM symposium on Applied computing, pages 1995-1999, New York, NY, USA, 2008. ACM.
17. H.F. Witschel. Terminology extraction and automatic indexing - comparison and qualitative evaluation of methods. In Proc. of Terminology and Knowledge Engineering (TKE), 2005.
18. G. Yarmish. A Distributed Implementation of the Simplex Method. PhD thesis, Computer and Information Science, Polytechnic University, 2001.