Enhancement of tuberculosis detection using ensemble classifier with Quadtree method: A preliminary study
Tuberculosis is an infectious disease caused by a bacillus called Mycobacterium tuberculosis. It can lead to death in untreated and inappropriately treated patients. An early diagnosis of the disease not only improves treatment success but also reduces death rates. Lung region is the most affected p...
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| Format: | Article |
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Avanti Publishers
2020
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| author | Chong, Joon Hou Jack, Laura P. Baharum, Aslina Mat Noor, Noorsidi Aizuddin |
| author_facet | Chong, Joon Hou Jack, Laura P. Baharum, Aslina Mat Noor, Noorsidi Aizuddin |
| author_sort | Chong, Joon Hou |
| collection | ePrints |
| description | Tuberculosis is an infectious disease caused by a bacillus called Mycobacterium tuberculosis. It can lead to death in untreated and inappropriately treated patients. An early diagnosis of the disease not only improves treatment success but also reduces death rates. Lung region is the most affected part of Tuberculosis and the process of medical image classification is still carried out manually using the knowledge of the physician or radiologist, which leads to inaccurate and slow process of TB identification. Therefore, this study proposed to enhance tuberculosis detection using a different combination of machine learning and image processing methods on the image dataset. |
| first_indexed | 2024-03-05T20:49:58Z |
| format | Article |
| id | utm.eprints-90170 |
| institution | Universiti Teknologi Malaysia - ePrints |
| last_indexed | 2024-03-05T20:49:58Z |
| publishDate | 2020 |
| publisher | Avanti Publishers |
| record_format | dspace |
| spelling | utm.eprints-901702021-03-31T06:21:56Z http://eprints.utm.my/90170/ Enhancement of tuberculosis detection using ensemble classifier with Quadtree method: A preliminary study Chong, Joon Hou Jack, Laura P. Baharum, Aslina Mat Noor, Noorsidi Aizuddin Q Science (General) Tuberculosis is an infectious disease caused by a bacillus called Mycobacterium tuberculosis. It can lead to death in untreated and inappropriately treated patients. An early diagnosis of the disease not only improves treatment success but also reduces death rates. Lung region is the most affected part of Tuberculosis and the process of medical image classification is still carried out manually using the knowledge of the physician or radiologist, which leads to inaccurate and slow process of TB identification. Therefore, this study proposed to enhance tuberculosis detection using a different combination of machine learning and image processing methods on the image dataset. Avanti Publishers 2020 Article PeerReviewed Chong, Joon Hou and Jack, Laura P. and Baharum, Aslina and Mat Noor, Noorsidi Aizuddin (2020) Enhancement of tuberculosis detection using ensemble classifier with Quadtree method: A preliminary study. Journal Of Modern Mechanical Engineering and Technology, 7 . p. 6. ISSN 2409-9848 http://dx.doi.org/10.31875/2409-9848.2020.07.1 |
| spellingShingle | Q Science (General) Chong, Joon Hou Jack, Laura P. Baharum, Aslina Mat Noor, Noorsidi Aizuddin Enhancement of tuberculosis detection using ensemble classifier with Quadtree method: A preliminary study |
| title | Enhancement of tuberculosis detection using ensemble classifier with Quadtree method: A preliminary study |
| title_full | Enhancement of tuberculosis detection using ensemble classifier with Quadtree method: A preliminary study |
| title_fullStr | Enhancement of tuberculosis detection using ensemble classifier with Quadtree method: A preliminary study |
| title_full_unstemmed | Enhancement of tuberculosis detection using ensemble classifier with Quadtree method: A preliminary study |
| title_short | Enhancement of tuberculosis detection using ensemble classifier with Quadtree method: A preliminary study |
| title_sort | enhancement of tuberculosis detection using ensemble classifier with quadtree method a preliminary study |
| topic | Q Science (General) |
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