The Use of Naive Bayes for Broiler Digestive Tract Disease Detection
Broiler chicken is a species of chicken that have high productivity. In order to get a good quality of chicken, good treatments of the breeding factors is needed, so the chicken will not easily infected by diseases. Gastrointestinal diseases are common disease that infects chickens. The mortality le...
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| Format: | Article |
| Language: | English |
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Andalas University
2019-03-01
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| Series: | JITCE (Journal of Information Technology and Computer Engineering) |
| Subjects: | |
| Online Access: | http://jitce.fti.unand.ac.id/index.php/JITCE/article/view/23 |
| _version_ | 1828352104773713920 |
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| author | Hindriyanto Dwi Purnomo |
| author_facet | Hindriyanto Dwi Purnomo |
| author_sort | Hindriyanto Dwi Purnomo |
| collection | DOAJ |
| description | Broiler chicken is a species of chicken that have high productivity. In order to get a good quality of chicken, good treatments of the breeding factors is needed, so the chicken will not easily infected by diseases. Gastrointestinal diseases are common disease that infects chickens. The mortality level caused by gastrointestinal diseases is considered high. This study is designed to address the problem by developing a system using the Naive Bayes algorithm. 60 chicken data samples were used, and the result shows that Naive Bayes might be used to detect gastrointestinal diseases among chickens with accuracy level of 93.3%. The number was confirmed by using confusion matrix evaluation method, and gave same level of accuracy compared to the expert judgments. |
| first_indexed | 2024-04-14T01:50:14Z |
| format | Article |
| id | doaj.art-e37e0d13a7c54311a78212bc3a14bc63 |
| institution | Directory Open Access Journal |
| issn | 2599-1663 |
| language | English |
| last_indexed | 2024-04-14T01:50:14Z |
| publishDate | 2019-03-01 |
| publisher | Andalas University |
| record_format | Article |
| series | JITCE (Journal of Information Technology and Computer Engineering) |
| spelling | doaj.art-e37e0d13a7c54311a78212bc3a14bc632022-12-22T02:19:24ZengAndalas UniversityJITCE (Journal of Information Technology and Computer Engineering)2599-16632019-03-0130110.25077/jitce.3.01.1-7.2019The Use of Naive Bayes for Broiler Digestive Tract Disease DetectionHindriyanto Dwi Purnomo0Satya Wacana Christian UniversityBroiler chicken is a species of chicken that have high productivity. In order to get a good quality of chicken, good treatments of the breeding factors is needed, so the chicken will not easily infected by diseases. Gastrointestinal diseases are common disease that infects chickens. The mortality level caused by gastrointestinal diseases is considered high. This study is designed to address the problem by developing a system using the Naive Bayes algorithm. 60 chicken data samples were used, and the result shows that Naive Bayes might be used to detect gastrointestinal diseases among chickens with accuracy level of 93.3%. The number was confirmed by using confusion matrix evaluation method, and gave same level of accuracy compared to the expert judgments.http://jitce.fti.unand.ac.id/index.php/JITCE/article/view/23Chicken Gastrointestinal Diseases, Naive Bayes |
| spellingShingle | Hindriyanto Dwi Purnomo The Use of Naive Bayes for Broiler Digestive Tract Disease Detection JITCE (Journal of Information Technology and Computer Engineering) Chicken Gastrointestinal Diseases, Naive Bayes |
| title | The Use of Naive Bayes for Broiler Digestive Tract Disease Detection |
| title_full | The Use of Naive Bayes for Broiler Digestive Tract Disease Detection |
| title_fullStr | The Use of Naive Bayes for Broiler Digestive Tract Disease Detection |
| title_full_unstemmed | The Use of Naive Bayes for Broiler Digestive Tract Disease Detection |
| title_short | The Use of Naive Bayes for Broiler Digestive Tract Disease Detection |
| title_sort | use of naive bayes for broiler digestive tract disease detection |
| topic | Chicken Gastrointestinal Diseases, Naive Bayes |
| url | http://jitce.fti.unand.ac.id/index.php/JITCE/article/view/23 |
| work_keys_str_mv | AT hindriyantodwipurnomo theuseofnaivebayesforbroilerdigestivetractdiseasedetection AT hindriyantodwipurnomo useofnaivebayesforbroilerdigestivetractdiseasedetection |