Comparison of the naive Bayes classifier and instance based learner in classifying upper gastrointestinal bleeding
Upper gastrointestinal bleeding is a medical emergence that results in high medical costs and death. Management of this disease requires ascertaining the cause of bleeding. The cause of bleeding is classified into esophageal and gastric causes. Based on health survey data, this study compares the ac...
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| Format: | Article |
| Language: | English English |
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Universiti Teknologi Malaysia
2013
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| Online Access: | http://psasir.upm.edu.my/id/eprint/30216/ http://psasir.upm.edu.my/id/eprint/30216/1/Comparison%20of%20the%20naive%20Bayes%20classifier%20and%20instance%20based%20learner%20in%20classifying%20upper%20gastrointestinal%20bleeding.pdf |
| _version_ | 1848846614509125632 |
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| author | Nazziwa Aisha, Adam, Mohd. Bakri Shohaimi, Shamarina |
| author_facet | Nazziwa Aisha, Adam, Mohd. Bakri Shohaimi, Shamarina |
| author_sort | Nazziwa Aisha, |
| building | UPM Institutional Repository |
| collection | Online Access |
| description | Upper gastrointestinal bleeding is a medical emergence that results in high medical costs and death. Management of this disease requires ascertaining the cause of bleeding. The cause of bleeding is classified into esophageal and gastric causes. Based on health survey data, this study compares the accuracy of the naive Bayes classifier and an instance based learner in the classification of the cause of bleeding. The two classifiers are learned and trained on data collected from patients admitted for upper
gastrointestinal bleeding. The naive Bayes classifier achieves a classification accuracy of 71% accuracy compared to 68% of the instance based learner. |
| first_indexed | 2025-11-15T09:05:31Z |
| format | Article |
| id | upm-30216 |
| institution | Universiti Putra Malaysia |
| institution_category | Local University |
| language | English English |
| last_indexed | 2025-11-15T09:05:31Z |
| publishDate | 2013 |
| publisher | Universiti Teknologi Malaysia |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | upm-302162015-12-07T03:51:38Z http://psasir.upm.edu.my/id/eprint/30216/ Comparison of the naive Bayes classifier and instance based learner in classifying upper gastrointestinal bleeding Nazziwa Aisha, Adam, Mohd. Bakri Shohaimi, Shamarina Upper gastrointestinal bleeding is a medical emergence that results in high medical costs and death. Management of this disease requires ascertaining the cause of bleeding. The cause of bleeding is classified into esophageal and gastric causes. Based on health survey data, this study compares the accuracy of the naive Bayes classifier and an instance based learner in the classification of the cause of bleeding. The two classifiers are learned and trained on data collected from patients admitted for upper gastrointestinal bleeding. The naive Bayes classifier achieves a classification accuracy of 71% accuracy compared to 68% of the instance based learner. Universiti Teknologi Malaysia 2013-06 Article PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/30216/1/Comparison%20of%20the%20naive%20Bayes%20classifier%20and%20instance%20based%20learner%20in%20classifying%20upper%20gastrointestinal%20bleeding.pdf Nazziwa Aisha, and Adam, Mohd. Bakri and Shohaimi, Shamarina (2013) Comparison of the naive Bayes classifier and instance based learner in classifying upper gastrointestinal bleeding. Matematika, 29 (1). pp. 109-118. ISSN 0127-8274 http://www.matematika.utm.my/index.php/matematika/issue/view/83 English |
| spellingShingle | Nazziwa Aisha, Adam, Mohd. Bakri Shohaimi, Shamarina Comparison of the naive Bayes classifier and instance based learner in classifying upper gastrointestinal bleeding |
| title | Comparison of the naive Bayes classifier and instance based learner in classifying upper gastrointestinal bleeding |
| title_full | Comparison of the naive Bayes classifier and instance based learner in classifying upper gastrointestinal bleeding |
| title_fullStr | Comparison of the naive Bayes classifier and instance based learner in classifying upper gastrointestinal bleeding |
| title_full_unstemmed | Comparison of the naive Bayes classifier and instance based learner in classifying upper gastrointestinal bleeding |
| title_short | Comparison of the naive Bayes classifier and instance based learner in classifying upper gastrointestinal bleeding |
| title_sort | comparison of the naive bayes classifier and instance based learner in classifying upper gastrointestinal bleeding |
| url | http://psasir.upm.edu.my/id/eprint/30216/ http://psasir.upm.edu.my/id/eprint/30216/ http://psasir.upm.edu.my/id/eprint/30216/1/Comparison%20of%20the%20naive%20Bayes%20classifier%20and%20instance%20based%20learner%20in%20classifying%20upper%20gastrointestinal%20bleeding.pdf |