Malay documents clustering algorithm based on singular value decomposition.
Document categorization is a widely researched area of information retrieval. A research on Malay natural language processing has been done up to the level of retrieving documents but not to the extent of automatic semantic categorization. Thus, an approach for the clustering of Malay documents bas...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English English |
| Published: |
Asian Research Publishing Network (ARPN)
2009
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| Subjects: | |
| Online Access: | http://psasir.upm.edu.my/id/eprint/15515/ http://psasir.upm.edu.my/id/eprint/15515/1/Malay%20documents%20clustering%20algorithm%20based%20on%20singular%20value%20decomposition.pdf |
| _version_ | 1848842699116904448 |
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| author | Ab Samat, Nordianah Azmi Murad, Masrah Azrifah Abdullah, Muhamad Taufik Atan, Rodziah |
| author_facet | Ab Samat, Nordianah Azmi Murad, Masrah Azrifah Abdullah, Muhamad Taufik Atan, Rodziah |
| author_sort | Ab Samat, Nordianah |
| building | UPM Institutional Repository |
| collection | Online Access |
| description | Document categorization is a widely researched area of information retrieval. A research on Malay natural
language processing has been done up to the level of retrieving documents but not to the extent of automatic semantic categorization. Thus, an approach for the clustering of Malay documents based on semantic relations between words is proposed in this paper. The method described in this paper uses Singular Value Decomposition (SVD) technique for the vector representation of each document where familiar clustering techniques can be applied in this space. The experimental results we obtained taking into account the semantics of the document that performed good document clustering by obtaining relevant
subjects appearing in a cluster. |
| first_indexed | 2025-11-15T08:03:17Z |
| format | Article |
| id | upm-15515 |
| institution | Universiti Putra Malaysia |
| institution_category | Local University |
| language | English English |
| last_indexed | 2025-11-15T08:03:17Z |
| publishDate | 2009 |
| publisher | Asian Research Publishing Network (ARPN) |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | upm-155152015-11-24T06:40:03Z http://psasir.upm.edu.my/id/eprint/15515/ Malay documents clustering algorithm based on singular value decomposition. Ab Samat, Nordianah Azmi Murad, Masrah Azrifah Abdullah, Muhamad Taufik Atan, Rodziah Document categorization is a widely researched area of information retrieval. A research on Malay natural language processing has been done up to the level of retrieving documents but not to the extent of automatic semantic categorization. Thus, an approach for the clustering of Malay documents based on semantic relations between words is proposed in this paper. The method described in this paper uses Singular Value Decomposition (SVD) technique for the vector representation of each document where familiar clustering techniques can be applied in this space. The experimental results we obtained taking into account the semantics of the document that performed good document clustering by obtaining relevant subjects appearing in a cluster. Asian Research Publishing Network (ARPN) 2009 Article PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/15515/1/Malay%20documents%20clustering%20algorithm%20based%20on%20singular%20value%20decomposition.pdf Ab Samat, Nordianah and Azmi Murad, Masrah Azrifah and Abdullah, Muhamad Taufik and Atan, Rodziah (2009) Malay documents clustering algorithm based on singular value decomposition. Journal of Theoretical and Applied Information Technology, 8 (2). pp. 180-186. ISSN 1992-8645 Natural language processing (Computer science). Malay language - Data processing. Computer - Information theory. English |
| spellingShingle | Natural language processing (Computer science). Malay language - Data processing. Computer - Information theory. Ab Samat, Nordianah Azmi Murad, Masrah Azrifah Abdullah, Muhamad Taufik Atan, Rodziah Malay documents clustering algorithm based on singular value decomposition. |
| title | Malay documents clustering algorithm based on singular value decomposition. |
| title_full | Malay documents clustering algorithm based on singular value decomposition. |
| title_fullStr | Malay documents clustering algorithm based on singular value decomposition. |
| title_full_unstemmed | Malay documents clustering algorithm based on singular value decomposition. |
| title_short | Malay documents clustering algorithm based on singular value decomposition. |
| title_sort | malay documents clustering algorithm based on singular value decomposition. |
| topic | Natural language processing (Computer science). Malay language - Data processing. Computer - Information theory. |
| url | http://psasir.upm.edu.my/id/eprint/15515/ http://psasir.upm.edu.my/id/eprint/15515/1/Malay%20documents%20clustering%20algorithm%20based%20on%20singular%20value%20decomposition.pdf |