Intelligent Computing System to Predict Vocational High School Student Learning Achievement Using Naïve Bayes Algorithm
Vocational High School with ICT major need an intelligent computing system that could predict the student learning achievement. The system used fifteen achievement indicators and Naïve Bayes algorithm in data processing. Testing on student achievement data produces the conclusion that is the highe...
| Main Authors: | , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
University of Brawijaya
2019-06-01
|
| Series: | JITeCS (Journal of Information Technology and Computer Science) |
| Online Access: | http://jitecs.ub.ac.id/index.php/jitecs/article/view/69 |
| _version_ | 1797242762265886720 |
|---|---|
| author | Admaja Dwi Herlambang Satrio Hadi Wijoyo Aditya Rachmadi |
| author_facet | Admaja Dwi Herlambang Satrio Hadi Wijoyo Aditya Rachmadi |
| author_sort | Admaja Dwi Herlambang |
| collection | DOAJ |
| description |
Vocational High School with ICT major need an intelligent computing system that could predict the student learning achievement. The system used fifteen achievement indicators and Naïve Bayes algorithm in data processing. Testing on student achievement data produces the conclusion that is the highest intelligent accuracy values in 53% with lowest accuracy value in 48% based on Naïve Bayes algorithm processing. The result of mining process using Naïve Bayes algorithm can be used to classify the 3rd year student achievement to five categories. These categories are Very Good, Good, Fair, Poor, and Failed. The system testing result showed that this intelligent computing system function was fitted with Vocational High School’s system requirement, system design, and system implementation.
|
| first_indexed | 2024-04-24T18:44:22Z |
| format | Article |
| id | doaj.art-8ff53d29873a40f8917050c0b7285f61 |
| institution | Directory Open Access Journal |
| issn | 2540-9433 2540-9824 |
| language | English |
| last_indexed | 2024-04-24T18:44:22Z |
| publishDate | 2019-06-01 |
| publisher | University of Brawijaya |
| record_format | Article |
| series | JITeCS (Journal of Information Technology and Computer Science) |
| spelling | doaj.art-8ff53d29873a40f8917050c0b7285f612024-03-27T08:13:07ZengUniversity of BrawijayaJITeCS (Journal of Information Technology and Computer Science)2540-94332540-98242019-06-014110.25126/jitecs.2019416956Intelligent Computing System to Predict Vocational High School Student Learning Achievement Using Naïve Bayes AlgorithmAdmaja Dwi Herlambang0Satrio Hadi Wijoyo1Aditya Rachmadi2University of BrawijayaUniversity of BrawijayaUniversity of Brawijaya Vocational High School with ICT major need an intelligent computing system that could predict the student learning achievement. The system used fifteen achievement indicators and Naïve Bayes algorithm in data processing. Testing on student achievement data produces the conclusion that is the highest intelligent accuracy values in 53% with lowest accuracy value in 48% based on Naïve Bayes algorithm processing. The result of mining process using Naïve Bayes algorithm can be used to classify the 3rd year student achievement to five categories. These categories are Very Good, Good, Fair, Poor, and Failed. The system testing result showed that this intelligent computing system function was fitted with Vocational High School’s system requirement, system design, and system implementation. http://jitecs.ub.ac.id/index.php/jitecs/article/view/69 |
| spellingShingle | Admaja Dwi Herlambang Satrio Hadi Wijoyo Aditya Rachmadi Intelligent Computing System to Predict Vocational High School Student Learning Achievement Using Naïve Bayes Algorithm JITeCS (Journal of Information Technology and Computer Science) |
| title | Intelligent Computing System to Predict Vocational High School Student Learning Achievement Using Naïve Bayes Algorithm |
| title_full | Intelligent Computing System to Predict Vocational High School Student Learning Achievement Using Naïve Bayes Algorithm |
| title_fullStr | Intelligent Computing System to Predict Vocational High School Student Learning Achievement Using Naïve Bayes Algorithm |
| title_full_unstemmed | Intelligent Computing System to Predict Vocational High School Student Learning Achievement Using Naïve Bayes Algorithm |
| title_short | Intelligent Computing System to Predict Vocational High School Student Learning Achievement Using Naïve Bayes Algorithm |
| title_sort | intelligent computing system to predict vocational high school student learning achievement using naa¯ve bayes algorithm |
| url | http://jitecs.ub.ac.id/index.php/jitecs/article/view/69 |
| work_keys_str_mv | AT admajadwiherlambang intelligentcomputingsystemtopredictvocationalhighschoolstudentlearningachievementusingnaavebayesalgorithm AT satriohadiwijoyo intelligentcomputingsystemtopredictvocationalhighschoolstudentlearningachievementusingnaavebayesalgorithm AT adityarachmadi intelligentcomputingsystemtopredictvocationalhighschoolstudentlearningachievementusingnaavebayesalgorithm |