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Richardus Eko Indrajit
Pradita University
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Journal : Internet of Things and Artificial Intelligence Journal

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Performance Comparison of K-nearest Neighbor, Decision Tree, and Random Forest Methods for Classification of Cyber Defense Master Scholarship Recipients dinisfusya'ban, dinisfusya'ban; Suharjo, Bambang; Indrajit, Richardus Eko
Internet of Things and Artificial Intelligence Journal Vol. 4 No. 4 (2024): Volume 4 Issue 4, 2024 [November]
Publisher : Association for Scientific Computing, Electronics, and Engineering (ASCEE)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31763/iota.v4i4.823

Abstract

Cyber defense education is essential for developing a workforce capable of addressing evolving cyber threats, particularly in the military sector, where interconnected systems are vital for secure communication and command. This research aims to enhance the selection process for the Cyber Defense Master Scholarship at the Republic of Indonesia Defense University by employing machine learning algorithms. The study compares the performance of K-Nearest Neighbor (KNN), Decision Tree, and Random Forest for classifying eligible scholarship candidates. The results reveal a clear performance hierarchy: KNN achieves a moderate accuracy of 80.68%, offering simplicity and interpretability but lacking the precision of other models. The decision Tree performs with high accuracy (98.86%) but shows vulnerability to overfitting, which may impact generalizability to unseen data. Random Forest emerges as the most robust model, achieving the highest precision and overall stability, with minimal compromise on other metrics. Given the scholarship’s selection requirements, Random Forest is recommended for tasks needing high accuracy and resilience against overfitting, while KNN and Decision Tree offer suitable alternatives for simpler, more interpretable applications.
Co-Authors Abdinagoro, Sri Bramantoro Abraham, Irfan Agus Purwanto Ahmad Baehaqi Ahmad Baehaqi Amalia Nurain Amirudin Amirudin Amirudin Amirudin Andreas Putra Wijaya Andri Purwoko Arif Pratama Arif Pratama Aryo Nugroho Awaluddin Tjalla Awaludin Tjalla Bagus Prasetyo Budiono Bambang Suharjo Bayu Saputra bayu Yasa Wedha Bram Sivadjati Budi Setiawan Budiman, Christopher Winson Carlia Isneniwati Cecep Kustandi Crosley, Nathaniel Daniel Avian Karjadi Daniel Hasiholan Tinambunan Daniel Hasiholan Tinambunan Dazki , Erick Dazki, Erick Dazki, Erick Dewanti, Paula Diana Diana Dimas Prawira Dimas Yudha Prawira dinisfusya'ban, dinisfusya'ban Dio F, Januponsa Djarot Hindarto Dodi Permadi Dwi Atmodjo Wismono Prapto Ega Wachid Radiegtya Eka Fitriani Eka Fitriani Eka Waras Kristianto Eko Setiawan Endang Sri Palupi Erick Dazki Ervina Waty Fajar Priyono Fangky Antoneus Sorongan Fauzi, Muh. Fa’uzobihi, Fa’uzobihi Felix Fernando Oroh Ferdy Achmad Zulfikar Glenny Chudra Grand Grand Guntur Haludin H. A. Danang Rimbawa Hadri Helmi Handri Santoso Handri Santoso Handri Santoso Handri Santoso Hidayat, Nurul Hidayat, Rachmad Syarul Idris Gautama So Ika Kurniawati Isra Ruddin Isra Ruddin Januponsa Dio Firizqi Januponsa Dio Firizqi Januponsa Dio Firizqi Januponsa Dio Firizqi Karjadi, Markus Kurniawan, Rido Dwi M. Yusuf Samad Manaek, Roy Maria Magdalena Michael, Dennis Mochamad Isnin Faried Muh Fauzi Muh Fauzi Muh Fauzy Muh. Masri Sari Muhamad Nur Arifin Muhamad Subhi Basit Muhamad Subhi Basit Muhammad Handika Darmawan Muhammad Rizki Fahdia Mulyadi, Grace Devina Permana, Rifky Popy Purnamasari Wahid Suyitno, Popy Purnamasari Wahid Puri Ratna Larasati R. Aditya Gunawan, R. Aditya R. Sapto Hendri Boedi Soesatyo Refgiufi Patria Avrianto Refgiufi Patria Avrianto Refgiufi Patria Avrianto Refgiufi Patria Avrianto Rezkiani Rezkiani Rido Dwi Kurniawan Rido Kurniawan Riska Aryanti Royadi Royadi Ruddin, Isra Rudy A.G. Gultom Saeful Bahri Saiful Azhari Muhammad Saiful Azhari Muhammad Santoso, Handri Sari, Muh Masri Sentosa, Steve Situmorang, Robinson Suharjo, Bambang Surti Kanti Syahrir Syahrir Taufiqurrochman Taufiqurrochman Thamrin Sofian Tjalla, Awaludin Tri Agus Setiawan Tri Wahyudi Ummy Kalsum Viktor Gunawan Vinardo Widjaja, Herman Wiyadi, Yudi Permana Wiyanto, Novianthony Yadi Karyadi Yakob Jati Yulianto Yanto, Andika Bayu Hasta Yumalia, Astria