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Publications Related to: Feature Generation

By Shaul Markovitch

  1. Sonya Liberman and Shaul Markovitch. Compact Hierarchical Explicit Semantic Representation. In Proceedings of the IJCAI 2009 Workshop on User-Contributed Knowledge and Artificial Intelligence: An Evolving Synergy (WikiAI09), Pasadena, CA, 2009.[abstract][pdf]
  2. Evgeniy Gabrilovich and Shaul Markovitch. Wikipedia-based Semantic Interpretation for Natural Language Processing. Journal of Artificial Intelligence Research, 34:443-498 2009.[abstract][pdf]
  3. Ofer Egozi, Evgeniy Gabrilovich and Shaul Markovitch. Concept-Based Feature Generation and Selection for Information Retrieval. In Proceedings of the Twenty-Third AAAI Conference on Artificial Intelligence, 1132-1137 Chicago, IL, 2008.[abstract][pdf]
  4. Evgeniy Gabrilovich and Shaul Markovitch. Harnessing the Expertise of 70,000 Human Editors: Knowledge-Based Feature Generation for Text Categorization. Journal of Machine Learning Research, 8:2297-2345 2007.[abstract][pdf]
  5. Evgeniy Gabrilovich and Shaul Markovitch. Computing Semantic Relatedness using Wikipedia-based Explicit Semantic Analysis. In Proceedings of The Twentieth International Joint Conference for Artificial Intelligence, 1606-1611 Hyderabad, India, 2007.[abstract][pdf]
  6. Evgeniy Gabrilovich and Shaul Markovitch. Overcoming the Brittleness Bottleneck using Wikipedia: Enhancing Text Categorization with Encyclopedic Knowledge. In Proceedings of the Twenty-First National Conference on Artificial Intelligence, 1301-1306 Boston, MA, 2006.[abstract][pdf]
  7. Evgeniy Gabrilovich and Shaul Markovitch. Feature Generation for Text Categorization Using World Knowledge. In Proceedings of The Nineteenth International Joint Conference for Artificial Intelligence, 1048-1053 Edinburgh, Scotland, 2005.[abstract][pdf]
  8. Shaul Markovitch and Danny Rosenstein. Feature Generation Using General Constructor Functions. Machine Learning, 49:59-98 2002.[abstract][pdf]