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

• Main Authors: Rayner Alfred, Suraya Alias, Asni Tahir
• Format: Research Report
• Language: English
• Published: Universiti Malaysia Sabah 2011
• Subjects: QA Mathematics
• 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/
• Institution: Universiti Malaysia Sabah

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....