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Journal : Proceeding of the Electrical Engineering Computer Science and Informatics

The Feasibility of Credit Using C4.5 Algorithm Based on Particle Swarm Optimization Prediction Siswanto Siswanto; Abdussomad Abdussomad; Windu Gata; Nia Kusuma Wardhani; Grace Gata; Basuki Hari Prasetyo
Proceeding of the Electrical Engineering Computer Science and Informatics Vol 6: EECSI 2019
Publisher : IAES Indonesia Section

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eecsi.v6.2019

Abstract

Credit is a belief that one is given to a person or other entity which is concerned in the future will fulfill all the obligations previously agreed. The objective of research is necessary to do credit analysis to determine the feasibility of a credit crunch, through credit analysis results, it can be seen whether the customer is feasible or not. The methods are is used to predict credit worthiness is by using two models, models classification algorithm C4.5 and C4.5 classification algorithm model based Particle Swarm Optimization (PSO). After testing with these two models found that the result C4.5 classification algorithm generates a value of 90.99% accuracy and AUC value of 0.911 to the level diagnostics Classification Excellent, but after the optimization with C4.5 classification algorithm based on Particle Swarm Optimization accuracy values amounted to 91.18% and the AUC value of 0.913 to the level of diagnosis Excellent Classification. These both methods have different accuracy level of 0.18%.
Co-Authors Abdussomad, Abdussomad Abi Nala Wiatma Aditya Eka Pratama Aditya Eka Pratama Agus Umar Hamdani Alen Boby Hartanto Alfian Zaki Mushlih Alfiansyah, Muhamad Hafiz Alita Vera Oktavia Andreansyah Andreansyah Andri Alfian Andriko Putra Anita Diana Anita Diana Anita Ratnasari Anita Ratnasari Anita Ratnasari Anubhakti, Dian Anugrah Oktavino Aqbar, Harry Ari Purnadi, Mochamad Ari Saputro Ari Saputro, Ari Aryasanti, Agnes Atik Ariesta Bahat Nauli, Sukarno Bima Cahya Putra Bosar Panjaitan Budi Haryanto Defriansyah Deni Tri Muslimin Dicky Herlambang Dike Lia Anjari Dwi Achadiani Dwi Setyo Aji Eka Ayudia Eki Hasanah Emi Andayani Essy Nikita Estri Wulandari Fajarita, Lusi Farhatul Maulana Fariz Ardiansyah Fathul Rohman Fiqhi Fiqhi Gabriel Mohara Gata, Windu Gata, Windu Gunawan P. Utama Haji, Wahu Hari Hari Prasetyo, Basuki Hendri Irawan Herlambang, Dicky Hisbullah Huda Ida Ayu Putu Sri Widnyani Imelda, Imelda Inas Kamilah Indra Indra Iskandar Syah Jati Lestari Juanita, Safitri Jumaryadi, Yuwan Kusdiarto, Djati Lauw Li Hin Lilis Kurniawati Misbahul Fajri Mochamad Al Farabi Irwansyah MUFTI MUFTI, MUFTI Muhamad Bagus Kurniawan Muhammad Anif Muhammad Luthfan Muhammad Ramadhana Muhammad Royyan Ratmaja Muhammad Ula Muharamil Alwiyah Muslimin, Deni Tri Nazori AZ Nia Kusuma Wardhani Nur’Ahya Anisa Panjaitan, Bosar Prasetyo, Basuki Hari Puji Rahayu Sunarto Ratna Ujiandari Resky Apriani Reza Ardi Kusuma Riefky Sungkar Rina Gifany Rizky Dharmawan Rizky Tahara Shita Robby Sulaiman Valentino RR. Ella Evrita Hestiandari Setyawan, Ivan Siswanto Siswanto Siswanto Siswanto, Siswanto Subandi Subandi Subandi Subandi Sukarno Bahat Nauli Suwasti Broto Suwasti Broto Swasti B Swasti Broto Taruna Dwi Alperdo Titis Laramurniati TW Wisjhnuadji Wachyu Hari Haji Wachyu Hari Haji Wahu Hari Haji Wahyu Hari Haji Wiharto, Yudi Windu Gata Windu Gata Yani Prabowo Yodi Agung Dharmawan Yosoa Cantona Yuliazmi, Yuliazmi Yundari, Yundari Zulfian Bias