Automatic text summarization using feature based fuzzy extraction
Automatic text summarization is to compress the original text into a shorter version and help the user to quickly understand large volumes of information. This paper focuses on the automatic text summarization by sentence extraction with important features based on fuzzy logic. In our experiment, we...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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Penerbit UTM Press
2008
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| Subjects: | |
| Online Access: | http://eprints.utm.my/9426/1/NaomieSalim2008_AutomaticTextSummarizationUsingFeature-Based.pdf |
| _version_ | 1796854511115960320 |
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| author | Suanmali, Ladda Salim, Naomie Binwahlan, Mohammed Salem |
| author_facet | Suanmali, Ladda Salim, Naomie Binwahlan, Mohammed Salem |
| author_sort | Suanmali, Ladda |
| collection | ePrints |
| description | Automatic text summarization is to compress the original text into a shorter version and help the user to quickly understand large volumes of information. This paper focuses on the automatic text summarization by sentence extraction with important features based on fuzzy logic. In our experiment, we used 6 test documents in DUC2002 data set. Each document is prepared by preprocessing process: sentence segmentation, tokenization, remuving Stop Word and stemming Word. Then, we use 8 important features and calculate their score for each sentence. We propose a method using fuzzy logic for sentence extraction and compare our result with the baseline summarizer and Microsoft Word 2007 summarizers. The results show that the highest average precision, recall, and F-mean for the summaries are conducted from fuzzy method. |
| first_indexed | 2024-03-05T18:15:09Z |
| format | Article |
| id | utm.eprints-9426 |
| institution | Universiti Teknologi Malaysia - ePrints |
| language | English |
| last_indexed | 2024-03-05T18:15:09Z |
| publishDate | 2008 |
| publisher | Penerbit UTM Press |
| record_format | dspace |
| spelling | utm.eprints-94262017-11-01T04:17:23Z http://eprints.utm.my/9426/ Automatic text summarization using feature based fuzzy extraction Suanmali, Ladda Salim, Naomie Binwahlan, Mohammed Salem QA76 Computer software Automatic text summarization is to compress the original text into a shorter version and help the user to quickly understand large volumes of information. This paper focuses on the automatic text summarization by sentence extraction with important features based on fuzzy logic. In our experiment, we used 6 test documents in DUC2002 data set. Each document is prepared by preprocessing process: sentence segmentation, tokenization, remuving Stop Word and stemming Word. Then, we use 8 important features and calculate their score for each sentence. We propose a method using fuzzy logic for sentence extraction and compare our result with the baseline summarizer and Microsoft Word 2007 summarizers. The results show that the highest average precision, recall, and F-mean for the summaries are conducted from fuzzy method. Penerbit UTM Press 2008-12 Article PeerReviewed application/pdf en http://eprints.utm.my/9426/1/NaomieSalim2008_AutomaticTextSummarizationUsingFeature-Based.pdf Suanmali, Ladda and Salim, Naomie and Binwahlan, Mohammed Salem (2008) Automatic text summarization using feature based fuzzy extraction. Jurnal Teknologi Maklumat, 20 (2). pp. 105-115. ISSN 0128-3790 |
| spellingShingle | QA76 Computer software Suanmali, Ladda Salim, Naomie Binwahlan, Mohammed Salem Automatic text summarization using feature based fuzzy extraction |
| title | Automatic text summarization using feature based fuzzy extraction |
| title_full | Automatic text summarization using feature based fuzzy extraction |
| title_fullStr | Automatic text summarization using feature based fuzzy extraction |
| title_full_unstemmed | Automatic text summarization using feature based fuzzy extraction |
| title_short | Automatic text summarization using feature based fuzzy extraction |
| title_sort | automatic text summarization using feature based fuzzy extraction |
| topic | QA76 Computer software |
| url | http://eprints.utm.my/9426/1/NaomieSalim2008_AutomaticTextSummarizationUsingFeature-Based.pdf |
| work_keys_str_mv | AT suanmaliladda automatictextsummarizationusingfeaturebasedfuzzyextraction AT salimnaomie automatictextsummarizationusingfeaturebasedfuzzyextraction AT binwahlanmohammedsalem automatictextsummarizationusingfeaturebasedfuzzyextraction |