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Effective pattern taxonomy mining in text documents

Published: 26 October 2008 Publication History

Abstract

Many data mining techniques have been proposed for mining useful patterns in databases. However, how to effectively utilize discovered patterns is still an open research issue, especially in the domain of text mining. Most existing methods adopt term-based approaches. However, they all suffer from the problems of polysemy and synonymy. This paper presents an innovative technique, pattern taxonomy mining, to improve the effectiveness of using discovered patterns for finding useful information. Substantial experiments on RCV1 demonstrate that the proposed solution achieves encouraging performance.

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Cited By

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  • (2018)A knowledge-based model using ontologies for personalized web information gatheringWeb Intelligence and Agent Systems10.5555/1839537.18395388:3(235-254)Online publication date: 16-Dec-2018
  • (2011)Web mining driven semantic scene understanding and object localization2011 IEEE International Conference on Robotics and Biomimetics10.1109/ROBIO.2011.6181733(2824-2829)Online publication date: Dec-2011
  • (2009)Concept-Based, Personalized Web Information GatheringProceedings of the 3rd International Conference on Knowledge Science, Engineering and Management10.1007/978-3-642-10488-6_23(215-228)Online publication date: 17-Nov-2009

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cover image ACM Conferences
CIKM '08: Proceedings of the 17th ACM conference on Information and knowledge management
October 2008
1562 pages
ISBN:9781595939913
DOI:10.1145/1458082
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 26 October 2008

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Author Tags

  1. pattern evolving
  2. pattern taxonomy
  3. text mining

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CIKM08
CIKM08: Conference on Information and Knowledge Management
October 26 - 30, 2008
California, Napa Valley, USA

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Overall Acceptance Rate 1,861 of 8,427 submissions, 22%

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Cited By

View all
  • (2018)A knowledge-based model using ontologies for personalized web information gatheringWeb Intelligence and Agent Systems10.5555/1839537.18395388:3(235-254)Online publication date: 16-Dec-2018
  • (2011)Web mining driven semantic scene understanding and object localization2011 IEEE International Conference on Robotics and Biomimetics10.1109/ROBIO.2011.6181733(2824-2829)Online publication date: Dec-2011
  • (2009)Concept-Based, Personalized Web Information GatheringProceedings of the 3rd International Conference on Knowledge Science, Engineering and Management10.1007/978-3-642-10488-6_23(215-228)Online publication date: 17-Nov-2009

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