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Journal : Jurnal: International Journal of Engineering and Computer Science Applications (IJECSA)

Comparison of C4.5 and Naive Bayes for Predicting Student Graduation Using Machine Learning Algorithms Abu Tholib; M Noer Fadli Hidayat; Supri yono; Resty Wulanningrum; Erna Daniati
International Journal of Engineering and Computer Science Applications (IJECSA) Vol 2 No 2 (2023): September 2023
Publisher : Universitas Bumigora Mataram-Lombok

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30812/ijecsa.v2i2.3364

Abstract

Student graduation is a very important element for universities because it relates to college accreditation assessment. One of them is at the Faculty of Engineering Nurul Jadid University, which has problems completing the study period within a predetermined time. So that it can be detrimental because accreditation is less than optimal, and the number of active students makes it less ideal in teaching and learning activities. This study aimed to compare the level of accuracy using the C4.5 algorithm and Naïve Bayes method in predicting graduation on time. The C4.5 and Naïve Bayes algorithms are one of the methods in the algorithm for classifying. Tests were carried out using the C4.5 and Naïve Bayes algorithms using Google Colab with Python programming language, then validated using 10-fold cross-validation. The results of this study indicate that the Naïve Bayes method has a higher accuracy value with an accuracy rate of 96.12%, while the C4.5 algorithm method is 93.82%.
Comparison of C4.5 and Naive Bayes for Predicting Student Graduation Using Machine Learning Algorithms Abu Tholib; M Noer Fadli Hidayat; Supri yono; Resty Wulanningrum; Erna Daniati
International Journal of Engineering and Computer Science Applications (IJECSA) Vol. 2 No. 2 (2023): September 2023
Publisher : Universitas Bumigora Mataram-Lombok

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30812/ijecsa.v2i2.3364

Abstract

Student graduation is a very important element for universities because it relates to college accreditation assessment. One of them is at the Faculty of Engineering Nurul Jadid University, which has problems completing the study period within a predetermined time. So that it can be detrimental because accreditation is less than optimal, and the number of active students makes it less ideal in teaching and learning activities. This study aimed to compare the level of accuracy using the C4.5 algorithm and Naïve Bayes method in predicting graduation on time. The C4.5 and Naïve Bayes algorithms are one of the methods in the algorithm for classifying. Tests were carried out using the C4.5 and Naïve Bayes algorithms using Google Colab with Python programming language, then validated using 10-fold cross-validation. The results of this study indicate that the Naïve Bayes method has a higher accuracy value with an accuracy rate of 96.12%, while the C4.5 algorithm method is 93.82%.
Co-Authors Abadi, Ahmad Fajar Abu Tholib Achmad, Ridho Afrizal Ahmad Bayu P Agustama, Andri Tri Aidina Ristyawan Aidina Ristyawan, Aidina Aji Prasetya Wibawa Akmal Hisyam Pradhana Alamsyah, M Alfianto Aliyyah Fitri Nur'aini Alja, Farhan Maulana Amarya, Theo Krisna Amelia Nur Fadhila Andy G, Asye Candra Angga Wibisono Anita Sari Wardani ANUARIDLO, Mochamad Aldi Yusuf Anusua Ghosh, Anusua Ardiansyah , Bima Ardyansyah, Fikri Arie Nugroho, Arie Arie, Theo Yan Arti Romansa, Shasya Aulia, Ewanda Herdika Septa Azzahra, Salsabila Dini Bachti, Achmad Syauqi Bastian Dwiki Prasetyo Christy Atika Sari Cintiana Adisti, Talita Cristina Juwita Agata Dewi, Candrika Arlita Diah Kurniawati, Virginia Dimas Abimanyu Dimas Regga Meydianto Ditto Syahrul S Dwi Hariani Dwi Harini Dwi Harini DWI HARINI Dzatama, Krisna Fahrizal Eko Hari Rachmawanto Ery Mintorini Fadhila, Amelia Nur Fadli Hidayat, M. Noer Farhan Gagat Retnanto Faruq, Umar Al Faruqziddan, Muhammad Fatayasya, Ikhfal Fauzi, Mohammad Ainun Naja Felmidi, Ferdian Ahmat Firmansyah, Achmad Ali Fitriono, Deri Hastari Utama Herdika Septa Aulia, Ewanda Hyperastuty, Agoes Santika Ilahi, Ferlita Putri Anugerah Intan Aprilia Rahman Irfa’udin, Muhammad Islami, Bifadhlillah Marsheila Jauhar, Moh. Iqbal Iqza Kamilatutsaniya, Nila Khalid, Muhammad Iqbal Leonel Hernandez, Leonel Lestari, Afifah Kurnia Lukman, Muhammad Abi Maha Shelin Sahira Moh Kusen Muhammad Fahmi Muhammad Fikri Pratama Muhammad Hafiz Yustiar Muhammad Imron Amrulloh Muhammad Najibulloh Muzaki Mustofa, Mohammad Annan Makruf Muzaki, Muhammad Reza Naufal Rizqulloh Ningrum, Dea Yuliana Ayu Nngrum, Dea Yuliana Ayu Nugroho , Arie Nugroho, Arie Nur Alamsyah, Nur Nurfajriana, Intan Melinda Pradhana, Akmal Hisyam Prayogi, Anindita Puspa Ayu Priyanto, Evania Putra, Regi Candra Purnama Putri Wahyuni, Hesti Putri, Fitria Dessela Putriani, Dewi Ratih Kumalasari Niswatin Resty Wulanningrum Rina Firliana Rini Indriati Rini Indriati Rino Adi Kurniawan Ristiyawan, Aidina Ristyawan , Aidina Rizki Wahyu Nugroho Sahira, Maha Shelin Sakin, Kharisma Sania Abelia Makdalena Santoso, Heru Teguh Sari Wardani, Anita Sasongko, Muhammad Zuhdi Setiawan, Fachruddin Ari Shofyana, Altha Inas Suci Dewanti Sucipto Sucipto sugandhi sugandhi saputra Supri yono Syafa’at, Achmadhin Tristan Teguh Andriyanto Theo Krisna Amarya Thoyib Fernanda Nanda Varuq, M Nizar Bahri Al Wahiid, Hermawan Nur Wahyu Sakti Gunawan Irianto Wardani, Anita Sari Wardani, Saylendra Arga Wardhani, Aurel Fransisca Kusuma Wiranata, Hadi Wiwik Juniati Yongki Dyno Oka Satria Yulva Irfan Anas Yuszril Herdianzah Yuszril