Enhancing document clustering by integrating semantic background knowledge and syntactic features into the bag of words representation

The basic Bag of Words (BOW) representation generally used in text documents clustering or categorization loses important syntactic and semantic information contained in the documents. When the texts contain a lot of stop words or when they are of a short length this may be particularly problematic....

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Bibliographic Details
Main Authors: Rayner Alfred, Suraya Alias, Asni Tahir
Format: Research Report
Language:English
Published: Universiti Malaysia Sabah 2011
Subjects:
Online Access:https://eprints.ums.edu.my/id/eprint/22890/1/Enhancing%20document%20clustering%20by%20integrating%20semantic%20background%20knowledge%20and%20syntactic%20features%20into%20the%20bag%20of%20words%20representation.pdf
https://eprints.ums.edu.my/id/eprint/22890/
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Institution: Universiti Malaysia Sabah
Language: English