Granular computing for text mining : New research challenges and opportunities
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Author(s)
Related Research Unit(s)
Detail(s)
Original language | English |
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Title of host publication | Rough Sets, Fuzzy Sets, Data Mining and Granular Computing |
Subtitle of host publication | 12th International Conference, RSFDGrC 2009, Proceedings |
Publisher | Springer Verlag |
Pages | 478-485 |
Volume | 5908 LNAI |
ISBN (print) | 3642106455, 9783642106453 |
Publication status | Published - 2009 |
Publication series
Name | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) |
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Volume | 5908 LNAI |
ISSN (Print) | 0302-9743 |
ISSN (electronic) | 1611-3349 |
Conference
Title | 12th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing, RSFDGrC 2009 |
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Place | India |
City | Delhi |
Period | 15 - 18 December 2009 |
Link(s)
Abstract
As an emerging computational methodology, granular computing provides an effective strategy for solving many real world problems such as mining latent relationships from text. This paper examines the relationship between granular computing and text mining from a theoretical perspective. Firstly, we analyzes the granular structure of text data which is the key step for textual data representation. Secondly, some granule-based computational methods are described, especially on term-document and document-document similarity calculations. Finally, we highlight several potential research areas where the performance of text mining could be enhanced by applying the concepts of granular computing. © 2009 Springer-Verlag Berlin Heidelberg.
Citation Format(s)
Granular computing for text mining: New research challenges and opportunities. / Jing, Liping; Lau, Raymond Y. K.
Rough Sets, Fuzzy Sets, Data Mining and Granular Computing: 12th International Conference, RSFDGrC 2009, Proceedings. Vol. 5908 LNAI Springer Verlag, 2009. p. 478-485 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 5908 LNAI).
Rough Sets, Fuzzy Sets, Data Mining and Granular Computing: 12th International Conference, RSFDGrC 2009, Proceedings. Vol. 5908 LNAI Springer Verlag, 2009. p. 478-485 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 5908 LNAI).
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review