Department of Computer Science

Machine Learning Research Group

University of Texas at Austin Artificial Intelligence Lab

Publications: 2003

  1. Text Mining with Information Extraction
    [Details] [PDF]
    Raymond J. Mooney and Un Yong Nahm
    In W. Daelemans and T. du Plessis and C. Snyman and L. Teck, editors, Multilingualism and Electronic Language Management: Proceedings of the 4th International MIDP Colloquium, 141-160, Bloemfontein, South Africa, September 2003. Van Schaik: South Africa.
  2. Learnable Similarity Functions and Their Applications to Record Linkage and Clustering
    [Details] [PDF]
    Mikhail Bilenko
    2003. Doctoral Dissertation Proposal, University of Texas at Austin.
  3. Creating Diverse Ensemble Classifiers
    [Details] [PDF]
    Prem Melville
    Technical Report UT-AI-TR-03-306, Department of Computer Sciences, University of Texas at Austin, December 2003. Ph.D. proposal.
  4. Adaptive Name-Matching in Information Integration
    [Details] [PDF]
    Mikhail Bilenko, William W. Cohen, Stephen Fienberg, Raymond J. Mooney, and Pradeep Ravikumar
    IEEE Intelligent Systems, 18(5):16-23, 2003.
  5. Integrating Top-down and Bottom-up Approaches in Inductive Logic Programming: Applications in Natural Language Processing and Relational Data Mining
    [Details] [PDF]
    Lappoon R. Tang
    PhD Thesis, Department of Computer Sciences, University of Texas, Austin, TX, August 2003.
  6. On Evaluation and Training-Set Construction for Duplicate Detection
    [Details] [PDF]
    Mikhail Bilenko and Raymond J. Mooney
    In Proceedings of the KDD-03 Workshop on Data Cleaning, Record Linkage, and Object Consolidation, 7-12, Washington, DC, August 2003.
  7. Scaling Up ILP to Large Examples: Results on Link Discovery for Counter-Terrorism
    [Details] [PDF]
    Lappoon R. Tang, Raymond J. Mooney, and Prem Melville
    In Proceedings of the KDD-2003 Workshop on Multi-Relational Data Mining (MRDM-2003), 107--121, Washington DC, August 2003.
  8. Adaptive Duplicate Detection Using Learnable String Similarity Measures
    [Details] [PDF]
    Mikhail Bilenko and Raymond J. Mooney
    In Proceedings of the Ninth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD-2003), 39-48, Washington, DC, August 2003.
  9. Learning to Extract Proteins and their Interactions from Medline Abstracts
    [Details] [PDF]
    Razvan Bunescu, Ruifang Ge, Rohit J. Kate, Raymond J. Mooney, Yuk Wah Wong, Edward M. Marcotte, and Arun Kumar Ramani
    In Proceedings of the ICML-03 Workshop on Machine Learning in Bioinformatics, 46-53, Washington, DC, August 2003.
  10. Comparing and Unifying Search-Based and Similarity-Based Approaches to Semi-Supervised Clustering
    [Details] [PDF]
    Sugato Basu, Mikhail Bilenko, and Raymond J. Mooney
    In Proceedings of the ICML-2003 Workshop on the Continuum from Labeled to Unlabeled Data in Machine Learning and Data Mining, 42-49, Washington, DC, 2003.
  11. Bottom-Up Relational Learning of Pattern Matching Rules for Information Extraction
    [Details] [PDF]
    Mary Elaine Califf and Raymond J. Mooney
    Journal of Machine Learning Research:177-210, 2003.
  12. Employing Trainable String Similarity Metrics for Information Integration
    [Details] [PDF]
    Mikhail Bilenko and Raymond J. Mooney
    In Proceedings of the IJCAI-03 Workshop on Information Integration on the Web, 67-72, Acapulco, Mexico, August 2003.
  13. Constructing Diverse Classifier Ensembles Using Artificial Training Examples
    [Details] [PDF]
    Prem Melville and Raymond J. Mooney
    In Proceedings of the Eighteenth International Joint Conference on Artificial Intelligence (IJCAI-2003), 505-510, Acapulco, Mexico, August 2003.
  14. Acquiring Word-Meaning Mappings for Natural Language Interfaces
    [Details] [PDF]
    Cynthia A. Thompson and Raymond J. Mooney
    Journal of Artificial Intelligence Research, 18:1-44, 2003.
  15. Associative Anaphora Resolution: A Web-Based Approach
    [Details] [PDF]
    Razvan Bunescu
    In Proceedings of the EACL-2003 Workshop on the Computational Treatment of Anaphora, 47-52, Budapest, Hungary, 2003.
  16. Machine Learning
    [Details] [PDF]
    Raymond J. Mooney
    New York, NY, 2003. McGraw-Hill.