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All Journal International Journal of Power Electronics and Drive Systems (IJPEDS) IAES International Journal of Artificial Intelligence (IJ-AI) ComEngApp : Computer Engineering and Applications Journal Computer Engineering and Applications Journal (ComEngApp) Jupiter Jurnal Sistem Komputer Jurnal Algoritma ICON-CSE Annual Research Seminar JURNAL NASIONAL TEKNIK ELEKTRO Proceeding of the Electrical Engineering Computer Science and Informatics Computer Engineering and Applications Journal (ComEngApp) JPSriwijaya Science and Technology Indonesia Jusikom : Jurnal Sistem Komputer Musirawas Dinamisia: Jurnal Pengabdian Kepada Masyarakat KOMPUTIKA - Jurnal Sistem Komputer Jurnal Teknologi Terapan Jurnal Generic Jurnal Nasional Teknik Elektro dan Teknologi Informasi Jurnal Algoritma Malcom: Indonesian Journal of Machine Learning and Computer Science Jurnal Pengabdian Kolaborasi dan Inovasi IPTEKS ABDIKOM The Indonesian Journal of Computer Science
Rossi Passarella
Jurusan Sistem Komputer Faklultas Ilmu Komputer Universitas Sriwijaya
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Journal : The Indonesian Journal of Computer Science

 1 
ANALISIS MODEL PREDIKSI UNTUK LAYANAN BUS SEKOLAH JAKARTA MENGGUNAKAN PENDEKATAN MACHINE LEARNING Wahyuni, Sri; Passarella, Rossi
The Indonesian Journal of Computer Science Vol. 13 No. 3 (2024): The Indonesian Journal of Computer Science (IJCS)
Publisher : AI Society & STMIK Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33022/ijcs.v13i3.4074

Abstract

This research aims to predict the types of school buses in Jakarta using machine learning methods. Data from 2017 to 2019 includes the number of passengers, number of schools, and bus types. Exploratory data analysis identified patterns and trends, with feature engineering generating three main variables. Seven machine learning models were tested, including SVM, Logistic Regression, KNN, Gaussian Naive Bayes, Decision Tree, AdaBoost, and Gradient Boosting, with a focus on f1-score to handle data imbalance. The evaluation shows that Gradient Boosting has the best performance with the highest accuracy, precision, recall, and f1-score. The results provide insights into the factors that influence school bus types and offer an effective predictive model to support decision-making in school transportation management in Jakarta. Gradient Boosting proved to be the most reliable in predicting school bus types, providing a basis for strategies to improve the safety and efficiency of school transportation.
Co-Authors ., Sutarno A. Rahman Abdul Wahid Sempurna Abdurahman Abdurahman Abdurahman Abdurrahman Ade Iriani Sapitri Ade Murdiansyah Ade Silvia Handayani Adiansyah Adiansyah Aditya Putra Perdana Prasetyo Ahmad Fadhil Ahmad Fali Oklilas Ahmad Fali Oklilas Ahmad Heryanto Ahmad Rezqy FF Ahmad Rifai Ahmad Rifai Ahmad Zarkasi Ambarwati, Ayu Anggraini, Febrina Hedy Annisa Darmawahyuni Archibald Hutahaean, Jerrel Adriel Arif Tumpal Leonardo Sianturi Atika Mailasari Ayu Ambarwati Bambang Tutuko Bangun Sudrajat Barzan Trio Putra Chandra Irsan Danny Matthew Saputra Darmawahyuni, Annisa Dedy Kurniawan Deris Stiawan Des Alwine Zayantii Eka Fasilah Emaria Melati Erwin, Erwin Fardinelly, Syahria Fatimah, Sayyidatina Felia, Okta Firdaus Firdaus Fri Murdiya, Fri Hendra Setiawan Holyness Nurdin Singadimedja Huda Ubaya Huda Ubaya Husnawati Husnawati Husnawati Husnawati Husnawati Husnawati Husnawati Iman Saladin B. Azhar Irsyadi Yani Izzati Millah Hanifah Kemahyanto Exaudi MARIA BINTANG Mattjik, Hani Alifia Muflika Amini Muhammad Ali Buchari Muhammad Fachrurrozi Muhammad Fadli Muhammad Fadli Muhammad Fadli Muhammad Naufal Rachmatullah Nabillah Selva Setiawan Nadya Lucyana Neni Frimayanti Nyayu Latifah Husni, Nyayu Latifah Osvari Arsalan Purwita Sari Purwita Sari Rahmad Fadli Isnanto Rahmat Fadli Isnanto Rahmayuni, Septa Ranti Eftika Rendyansyah Reza Firsandaya Malik Rezqy FF, Ahmad Rian Rahmanda Putra Rido Zulfahmi Rifkie Primartha Roswitha Yemima Tiur Mediswati Rouzan Fiqri Abdullah Samsuryadi - Samsuryadi Samsuryadi Sarmayanta Sembiring Sayyidatina Fatimah Sinaga, Aurell Octaviona Siti Nurmaini Sri Desy Siswanti Sri Desy Siswanti Sri Wahyuni Sukemi Sutarno Sutarno Sutarno - Sutarno . Sutarno Sutarno Sutarno Sutarno Sutarno Sutarno Sutarno, Sutarno Tarida Mathilda Tharisa Antya Perdani Titin Wahdania Tunnisa Wahyu Gunawan Winda Kurnia Yandi Prasetia Yandi Prasetia Yulia Resti Yusak Maryunianta Zahari Taha Zahari Taha