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Wasilah Wasilah
Institut Informatika Dan Bisnis Darmajaya
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Journal : Jurnal INFOTEL

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Optimization of Naive Bayes and Decision Tree Algorithms through the Application of Bagging and Adaboost Techniques for Predicting Student Study Success Febriyanto, Endi; Wasilah, Wasilah
JURNAL INFOTEL Vol 17 No 1 (2025): February 2025
Publisher : LPPM INSTITUT TEKNOLOGI TELKOM PURWOKERTO

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20895/infotel.v17i1.1258

Abstract

In the Education Assessment Center of the Ministry of Education and Culture, the average grade for each student's subject in the last few years has been below 70. This condition cannot be allowed to continue. A special analysis is needed regarding factors that can help improve student grades. Predictions of student study success are urgently needed. These predictions can anticipate negative impacts that occur, including increased risk of dropout, decreased student motivation to learn, and individual potential that does not develop. The Naive Bayes and Decision Tree algorithms have been used to predict student study success. However, among its advantages, these two algorithms still have several short comings. It can cause the algorithm's performance not to be as expected. Several methods in ensemble techniques can improve algorithm performance. Two methods that are often used and can help improve the performance of classification algorithms are Bagging and Adaboost. This Study will combine Bagging and Adaboost into the Decision Tree and Naïve Bayes algorithms to optimize the results in predicting student success. The stages carried out are initial Study, data collection, data pre-processing,data processing and evaluation model, and analysis of the results. The results show that Bagging and Adaboost techniques have been proven effective in improving accuracy, precision, recall, and F1-Score performance. Combining the naïve Bayes algorithm with Adaboost increases accuracy, precision and recall significantly by 1.95%, 28.98%, and 15.79%.
Co-Authors Abdul Kadir, Seriyati Binti Aida Imtihana alfiah alfiah Alfirah, Nunung Dewi Amnah Amnah amnah amnah Andini Mugia Lestari Aniswita Assefi, Khaikal Fasya Azzaroh, Istofina Bambang Prasetyo Burhanuddin Burhanuddin Dalimunthe, Zuliani Darmawan Darmawan Diny Rahmadani Dona Yuliawati Eka Wulandari Enok Rohayati Fahrurrozi Ghalib Faisal Faisal Febriyanto, Endi Fitriana, Ani Qotuz Zuhro’ Hadiwandra, T Yudi Halimah Halimah Halimah Halimah Hamja, Ulfa Idin handoyo widi nugroho Haris Kusumajaya Hary Sabita Hendri Purnomo Herianto Herianto Herwanto, Riko Hidaya, Nur Iklimah, Iklimah Ikmal , Moh Iltavia Iltavia Irma Rahayu, Irma Jamanuddin Jamanuddin, Jamanuddin Jumhur Jumhur Khaidarmansyah Khaidarmansyah Kurniawan Kurniawan Kurniawan, Putra Lestari, Yulia M.I.Rizki M.Imamuddin, M.Imamuddin Mahfudzin, Abdul Halim Mardha Tilla Maria Sumaryati Marwati - Maryani Maryani Matroni, Matroni Mazid, Fakhrul Meli Amelia Mellania Miftahul Huda Minarni Minarni Moh Kholil Baitaputra Ms, Aswan Muhammad Akbar Muhammad Attar Muhammad Irsan Amrullah, Muhammad Irsan Muhammad Misbahuddin, Muhammad Muhammad Rifai Muhammad, Kemas Murtiani, Farida Muslimah, Nurul Mutmainnah Mutmainnah Nazarmanto, Nazarmanto Nirhamullah Nirhamullah, Nirhamullah Nisar Nisar Nisar Nisar Nisar Nisar Nuraidah Nuraidah, Nuraidah Nurfitria , Nurfitria Nursiyanto Nursyam Nursyam Nurul Fadhilah SM, Nurul Fadhilah Ochi Marshella Febriani Oktari, Safira Dwi OKTAVIA KRISTIANA Pramodiyo Wilantara, Rangga Pratama, Azwar Purnomo, Jeri Qoim Nurani Raden Arya Putra Martallata Raden Faridz Rahman, St Aisyah Rahmawati, Naely Rakhman, Agus Solehudin Ramasepti, Winki Rasyid, Fadilah Aliyah Razman, Muhammad Rendra Nasrul Rifai Retno Dwi Handayani Riko Herwanto Riko Herwanto Rini Nurlistiani Rizki Cahyadi Okasumaendy Rizky Amalia ROBIATUL ADAWIYAH, SITI Rosmiaty Rosmiaty Rusli, Akbar Sabana, Rendi Sam, Mukhlishah Sari, Anisa Fitria Satria Kusuma, Lutvianus Septiana, Eva septilia arfida Sriyanto Sriyanto St. Aisyah Rahman, St. Aisyah Suroso Suroso Sushanty Saleh Sutedi Sutedi Syukur, Idris Tasnim Rahmat, Tasnim Tia Almani Triloka, Joko Tutut Sholihah Ulmia, Nahda Ulya, Millatul Winda Rika Lestari Yan Aditiya Pratama Yaumil Maghfirah Asaf, Yaumil Maghfirah Yulistiawati, Yulistiawati Zulkarnain AS, Zulkarnain Zulkarnaini