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All Journal IAES International Journal of Artificial Intelligence (IJ-AI) Jupiter Jurnal INKOM PIKSEL : Penelitian Ilmu Komputer Sistem Embedded and Logic Explore: Jurnal Sistem Informasi dan Telematika (Telekomunikasi, Multimedia dan Informatika) Jurnal technoscientia Jurnal Intelektualita: Keislaman, Sosial, dan Sains POSITIF Jurnal IPTEK-KOM (Jurnal Ilmu Pengetahuan dan Teknologi Komunikasi) KLIK (Kumpulan jurnaL Ilmu Komputer) (e-Journal) InfoTekJar (Jurnal Nasional Informatika dan Teknologi Jaringan) JOIN (Jurnal Online Informatika) Jurnal Ilmiah KOMPUTASI JURNAL MEDIA INFORMATIKA BUDIDARMA CogITo Smart Journal Jurnal Ilmiah Matrik INOVTEK Polbeng - Seri Informatika METHOMIKA: Jurnal Manajemen Informatika & Komputerisasi Akuntansi JURNAL TEKNOLOGI DAN ILMU KOMPUTER PRIMA (JUTIKOMP) JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika) Jurnal Informatika Global JUSIM (Jurnal Sistem Informasi Musirawas) Jurnal Tekno Kompak Jurnal Mantik Jurnal Muara Ilmu Ekonomi dan Bisnis Journal of Information Systems and Informatics Indonesian Journal of Electrical Engineering and Computer Science Jurnal Teknologi Informatika dan Komputer JURNAL TEKNOLOGI TECHNOSCIENTIA Jurnal Pengabdian kepada Masyarakat Bina Darma Jurnal Locus Penelitian dan Pengabdian Jurnal Bina Komputer Jurnal Pengabdian Masyarakat Information Technology (JPM ITech) International Journal of Advanced Science Computing and Engineering Bulletin of Social Informatics Theory and Application
Edi Surya Negara
Universitas Bina Darma
Aerospace Engineering Arts Humanities Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Social Sciences Other

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Journal : IAES International Journal of Artificial Intelligence (IJ-AI)

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A comparison between deep learning, naïve bayes and random forest for the application of data mining on the admission of new students Nurhachita Nurhachita; Edi Surya Negara
IAES International Journal of Artificial Intelligence (IJ-AI) Vol 10, No 2: June 2021
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijai.v10.i2.pp324-331

Abstract

The process of admitting new students at Universitas Islam Negeri Raden Fatah each year produces a lot of new student data. So that there is an accumulation of student data continuously. The purpose of this study is to compare deep learning, naïve bayes, and random forest on the admission of new students as well as being one of the bases for making decisions to determine the promotion strategy of each study program. The data mining method used is knowledge discovery in database (KDD). The tools used are rapid miner. The attributes used are student ID number, name, program study, faculty, gender, place of birth, date of birth, year of entry, school origin, national examination, type of payment, and nominal payment. The new student data used from 2016 to 2019 was an 18.930 item. The results of this study used deep learning bayes results resulted in an accuracy value of 52.65%, naïve bayes results resulted in an accuracy value of 99.79%, and random forest results resulted in an accuracy value of 44.65%.
Co-Authors - Bhagaskara Abi daud Yusuf Adam Prasetya Ade Putra Amanda, Riyan Amin, Zulius Akbar Andreean Dharma Arisandi Andry Meylani Andryani, Ria Andryani, Ria Bhianta Wijaya Chairul Mukmin Deddy Rezano Akhiruddin Dedek Julian Dedi Irawan Dedy Syamsuar Dedy Syamsuar Dendi Triadi Dendi Triadi Diana Diana Fauzan Azhiman Ferdiansyah Ferdiansyah Fernandy Jupiter Herdiansyah, M. Izman Jepri Yandi Juminovario Juminovario KENI KENI Kiki Rizky Nova Wardani Kurniawan, Tri Basuki Linda Atika Linda Atika Liza Fahreni M. Izman Herdiansyah M. Izman Herdiansyah Mery Sintia Muhamad Akbar Muhammad Akbar Muhammad Cahyono Muhammad Izman Herdiansyah Muhammad Izman Herdiansyah Muhammad Marzuki Muhammad Raihan Nanda Tri Haryati Nely Apriyanti Nico Michael Bryan Novita Anggraini Nurhachita Nurhachita Nurhachita Nurhachita Prihambodo Hendro Saksono Purnama Dharmawan Puspita Dewi Setyadi Putri Armilia Prayesy Qisthiano, M Riski Rahmad Kartolo Rahmat Novrianda Dasmen Reza Pahlevi Reza Vidi Aditama Ria Andriani Ria Andryani Rifan Fadilah Riyan Amanda Saksono, Prihambodo Hendro Selvia Damayanti Sunda Ariana, Sunda Tata Sutabri Tri Basuki Kurniawan Tri Basuki Kurniawan Wawan Setiawan Widya Cholil Widya Cholil, Widya Winata Nugraha Winoto Chandra Yeni Widyanti Yepi Kusmeta Yesi Novaria Kunang Yessi Novaria Kunang Yuni Amrina Yusuf Andi Putra Zulius Akbar Amin