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All Journal Jurnal sistem informasi, Teknologi informasi dan komputer Jurnal Informatika dan Teknik Elektro Terapan JURNAL FARMASI DAN ILMU KEFARMASIAN INDONESIA E-Dimas: Jurnal Pengabdian kepada Masyarakat Sinkron : Jurnal dan Penelitian Teknik Informatika Jurnal AKP Metode : Jurnal Teknik Industri Syifa' MEDIKA: Jurnal Kedokteran dan Kesehatan JSFK (Jurnal Sains Farmasi & Klinis) JUPE : Jurnal Pendidikan Mandala Psychology, Evaluation, and Technology in Educational Research Jurnal Riset Pendidikan Kimia (JRPK) Amwaluna Jurnal Ekonomi dan Keuangan Syariah Jurnal Review Pendidikan dan Pengajaran (JRPP) Jurnal Informasi dan Teknologi JATI (Jurnal Mahasiswa Teknik Informatika) Jurnal Inovasi Pembelajaran Kimia (Journal Of Innovation in Chemistry Education) Jurnal Inovasi Pendidikan MH Thamrin Journal of Electrical Engineering and Computer (JEECOM) Jurnal Evaluasi dan Pembelajaran J.Abdimas: Community Health Jurnal Administrasi Bisnis (J-Adbis) International Journal Software Engineering and Computer Science (IJSECS) Jurnal Kajian Pembelajaran dan Keilmuan Pelita Teknologi : Jurnal Ilmiah Informatika, Arsitektur dan Lingkungan Jurnal Pijar MIPA Al-MIKRAJ: Jurnal studi Islam dan Humaniora Jurnal Pengabdian kepada Masyarakat Politeknik Negeri Batam Jurnal Tata Rias (JTR) JIFTECH: Journal Of Islamic Financial Technology Journal of Economics and Social Sciences Eduvest - Journal of Universal Studies International Education Trend Issues Applied Quantitative Analysis (AQA) Innovative: Journal Of Social Science Research Information Technology Education Journal ILTEK : Jurnal Teknologi SAINTEK Journal of Innovative and Creativity Jurnal Tata Rias (JTR) Journal of Education and Computer Applications
Achmad Ridwan, Achmad
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Journal : Sinkron : Jurnal dan Penelitian Teknik Informatika

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Comparison of C4.5 & Random Forest Based on AdaBoost For Determining Loan Eligibility Customer Funds Lenny, Lenny; Violyn, Violyn; Ridwan, Achmad; Yennimar, Yennimar
Sinkron : jurnal dan penelitian teknik informatika Vol. 9 No. 1 (2025): Research Article, January 2025
Publisher : Politeknik Ganesha Medan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33395/sinkron.v9i1.14499

Abstract

This research discusses the comparison between two data mining algorithms, namely Decision Tree C4.5 and Random Forest based on AdaBoost, in determining the creditworthiness of customer funds. The main objective of this research is to evaluate and compare the performance of the two algorithms in predicting loan eligibility based on customer data. Algorithm performance is measured using accuracy, precision, recall, and misclassification error metrics. The research results show that the AdaBoost-based Random Forest is superior with an accuracy of 78.86%, recall of 98.75%, and the lowest misclassification error of 21.14%. Meanwhile, Decision Tree C4.5 provides lower performance than AdaBoost-based Random Forest. This research recommends further exploration of other algorithms, such as Support Vector Machine (SVM) and Neural Networks, to obtain more optimal results in determining customer loan eligibility.
Co-Authors Abdillah, Nur Achmad Ridwan Afriadi, Bambang Agung Prabowo Agung Prihandono Agung, Eka Adnan Ahmad Arif Ahmad, Nurul Qomariyah Ahmad, Saiful Aman, Syahrial Andika, Andika Prasetya Andy Wahyu Hermanto, Andy Wahyu Anita Nur Lely, Anita Nur Annisa, Cindy Ermintia Arif Mudi Priyatno Arlinwibowo, Janu Astika Tafrikul Khafidhoh, Astika Tafrikul Athiy Dina Rosihana Athoillah, Mohamad Anton Awaluddin Tjalla Barkah, Eka Budi Gunawan Cahyani, Septia Dwi Cikita Berlian Hakim Darmiyanti, Waskitarini Delima Sitanggang, Delima Desi, Desi Handayani Diana Laily Fithri Eko Widodo Fadilah, Astri Fajar Nugraha Febri Dwi Anto, Febri Dwi Firmansyah, Nunung Agus GHAZI PRATAMA, TAFTAZANI Ghufrooni, Rifqi Ginting, Riski Titian Hana, Fida Maisa Hanifiyah, Izzatu Al Heri Pramono Putro, Heri Pramono Himayati, Ade Ima Afifa HS, Christnatalis Ibnu Salman, Ibnu Iva Sarifah Josua, Dian Pertiwi Jovianto, Andrean Jubaedah, Dedah Jubaedah, Lilis Judijanto, Loso Junirianto, Eko Komarudin Komarudin Kuncoro, Ignasius Dwi Kurniadewi, Fera Lanasari, Rossy Legiran Legiran Lenny, Lenny Libriansyah Ludmilla, Rafika Madewi, Astuti Manday, Dhanny Rukmana Maricar, Hudzaifah Muhammad Mastura, Mastura Merrydian, Siska Miharja, Muhammad Najamuddin Dwi Muadzah, Muadzah Muhammad Najamuddin Dwi Miharja Muktiningsi, Muktiningsi Muktiningsih Nurjayadi N. Nurjanah Nadia Dwi Irmadiani Narulita, Lisa Nasution, Edwin Sugesti Ningsih, Lidya Nugraheni, Ariyanti Sri Nurcahya, Fikri NURHIDAYATI, SAFITRI Nuridayanti, Nuridayanti Octiva, Cut Susan Othman, M.A. Perangin Angin, Despaleri Pratama, Taftazani Ghazi Pratiwi, Cindya Yunita Pribadi, Januar Puspitaningtyas, Dyah Ayu Raihanah, Dinnah Ramadhan, Fitri Nur Ramadhan, M. Irfan Rini, Indah Mustika Riyadi Riyadi Rizky Maulana, Rizky Rochmad Winarso Rohima , Azizah Aulia Rully Astri Hildayati Sabilla, Zahara Sam Saputra, Vernanda Saputra, Vernanda Sam Setiadi, Sandi Siregar, Saut Dohot Siti Azizah Sri Mulyani Sudarmoyo, Dhadhang Tri Sugeng Priyanto, Sugeng Suharjono, Suharjono Suprapto Suprapto Susanti, Diah Ayu Susilo, Ahmad Dwi Tengku Riza Zarzani N Togar Timoteus Gultom Trihadi Prasetya, Trihadi Ully Muzakir Utami, Eli Violyn, Violyn Wahyu Budiarto, Balla Wahyu Sri Astutik Wardani Rahayu Wawan Saputra Wella, Wella Aulia Putri Widyadi, Elvan Dwi Wijaya, Dedy Achmat Yennimar, Yennimar Yoga Tri Nugraha Yuli Rahmawati Yunida, Helvy Yunita Nita Yunus Mustaqim, Yunus Yusmaniar Yusmaniar Yuyun dwi astutik, Yuyun dwi