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All Journal Syntax Jurnal Informatika JURNAL MEDIA INFORMATIKA BUDIDARMA Conference on Innovation and Application of Science and Technology (CIASTECH) Jambura Journal of Informatics CCIT (Creative Communication and Innovative Technology) Journal Building of Informatics, Technology and Science Techno Xplore : Jurnal Ilmu Komputer dan Teknologi Informasi Buana Ilmu JISA (Jurnal Informatika dan Sains) Jurnal Sisfotek Global JOURNAL OF INFORMATION SYSTEM RESEARCH (JOSH) Journal of Computer System and Informatics (JoSYC) Teknosains : Jurnal Sains,Teknologi dan Informatika Jurnal Teknik Informatika (JUTIF) Jurnal Pendidikan dan Teknologi Indonesia Jumat Informatika: Jurnal Pengabdian Masyarakat Abdiformatika: Jurnal Pengabdian Masyarakat Informatika Jurnal Sisfotek Global Jurnal Sosial dan Abdimas Scientific Student Journal for Information, Technology and Science Jurnal Algoritma Jurnal Buana Pengabdian Eduvest - Journal of Universal Studies Innovative: Journal Of Social Science Research Jurnal Informatika: Jurnal Pengembangan IT
Juwita, Ayu Ratna
Universitas Buana Perjuangan
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Journal : Jurnal Teknik Informatika (JUTIF)

 1 
CLASSIFICATION OF FAMILY HOPE PROGRAM RECIPIENTS USING NAIVE BAYES AND C4.5 METHODS Fauzi, Farras Ahmad; Rohana, Tatang; Juwita, Ayu Ratna; Wahiddin, Deden
Jurnal Teknik Informatika (Jutif) Vol. 5 No. 5 (2024): JUTIF Volume 5, Number 5, Oktober 2024
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2024.5.5.3697

Abstract

Receiving PKH assistance in Rawamerta District does not always go well, so there are people who are not entitled to receive assistance. This is because there is still no system that can facilitate the process of classifying PKH assistance recipients. The application of data mining can facilitate classification with high speed and accuracy. The purpose of this study is to classify PKH assistance recipients using the Naïve Bayes and C4.5 methods to determine the eligibility of PKH for people facing social welfare problems. The data used is PKH data in Rawamerta District, Karawang Regency in 2023, totaling 1834 data. The results of naive bayes accuracy of 98.89%, precision 98.25%, recall 98.51%, F1-score 98.89%, and AUC 1.00 are included in the excellent classification because they are in the range of 0.90-1.00, while the C4.5 algorithm produces Accuracy values ​​of 99.26%, Precision 99.25%, Recall 99.25%, F1-score 99.25% and AUC 0.99 are included in the excellent classification because they are in the range of 0.90-1.00. The C4.5 algorithm is superior to Naive Bayes, because the accuracy produced is higher.
Co-Authors AA Sudharmawan, AA Adi Rizky Pratama Adi Rizky Pratama Adi Rizky Pratma Agustina Mardeka Raya Ahmad Fauzi ahmad zaelani Aldo Zamaludin Fernando Alganiu, Ajeng Shalwa Amansyah, Ilham Amril Mutoi Siregar Ardiansyah, Fikri ARIF, SITI NOVIANTI NURAINI Awal, Elsa Elvira Azzahra, Fathimah Noer Baharuddin Risyad Carudin, Carudin Cici Emilia Sukmawati Cici Emilia Sukmawati Diah Nurlaila Dina Wulan Nurjanah Edo Ridho Lidinillah Elsa Elvira Awal Fadhilah, Alya Febriyanti Faisal, Muhamad Agus Faisal, Sutan Fauzi, Farras Ahmad Fitri Nur Masruriyah, Anis Fransiskus Panca Juniawan Hanny Hikmayanti Handayani Heryana, Nono Indra, Jamaludin Irawan, Muhamad Anggi Khairani, Nova Pustita Kukuh Ardy Nugroho Lestari, Santi Arum Puspita Lusiana Rahmatiani Mayasari, Rini Mudzakir, Tohirin Al Muhamad Irfan Fadillah Muhammad Arya Suhendi Mulyana, Assyifa Alif Rahayu Novalia, Elfina Nugraha, Bagja Nugraha, Najmi Cahaya Nurlaelasari, Euis Nurmayanti, Trisya nurul latifah Permana, Tedi Pratama, Adi Rizky Pratama, Adi Rizky Purwani Husodo Rahmat Rahmat Rahmat Sulaiman Rahmat Sulaiman Rifaldi, Rizky Riyandi Aditya Fitrah Rizki Mohamad Eka Marsa Sadjat rizky pratama, adi Rohana, Tatang Saefulloh, Nandang Siregar, Amril Mutoi Siti Silvia Arifin Sugihartono, Tri Sujana, Sylvia Sukmawati, Cici Emilia Tatang Rohana Tatang Rohana Tejayanda, Rigger Damaiarta Tohirin Al Mudzakir Tohirin Al Mudzakir Tohirn Al Mudzakir Triono Triono Triono Triono Wahiddin, Deden Wenda Adi Kusnaya Wicaksana, Yusuf Eka Yaman, Nuurul Izzati Yana Cahyana Yudi Firmansyah