Article Per Year (5 Year)
p-Index From 2020 - 2025
10.797
P-Index
This Author published in this journals
All Journal Maksimum : Media Akuntansi Universitas Muhammadiyah Semarang Bulletin of Electrical Engineering and Informatics JMM17: Jurnal Ilmu Ekonomi dan Manajemen Prosiding Semnastek Syntax Literate: Jurnal Ilmiah Indonesia Journal of Economic, Bussines and Accounting (COSTING) EKONOMIS : Journal of Economics and Business JURNAL MANAJEMEN INDUSTRI DAN LOGISTIK Owner : Riset dan Jurnal Akuntansi Jurnal Surya Masyarakat Jurnal Teknologi Sistem Informasi dan Aplikasi Jesya (Jurnal Ekonomi dan Ekonomi Syariah) Warta Penelitian Perhubungan GEMA EKONOMI Asia Pacific Fraud Journal Jurnal Teknologi Dan Sistem Informasi Bisnis Jurnal Ilmiah Manajemen Kesatuan JBMR: Journal of Business and Management Review jurnal syntax admiration Jurnal Surya Masyarakat Journal of Intelligent Computing and Health Informatics (JICHI) Jurnal Manajemen Transportasi & Logistik (JMTRANSLOG) Multicience juremi: jurnal riset ekonomi JURNAL ILMIAH GLOBAL EDUCATION Action Research Literate (ARL) AKADEMIK: Jurnal Mahasiswa Ekonomi & Bisnis Journal of Management and Business Jurnal Cakrawala Ilmiah Economic Reviews Journal Jurnal Inspirasi Binsis dan Manajemen Jurnal Publikasi Ilmu Komputer dan Multimedia Jurnal Ilmiah MEA (Manajemen, Ekonomi, dan Akuntansi) Jurnal Pendidikan Indonesia (Japendi) Jurnal Pendidikan dan Pengabdian Masyarakat Jurnal Manuhara: Pusat Penelitian Ilmu Manajemen Dan Bisnis Aspirasi : Publikasi Hasil Pengabdian dan Kegiatan Masyarakat Prosiding Seminar Nasional Unimus Jurnal Muria Pengabdian Masyarakat J-CEKI Ulil Albab
Safuan Safuan
Fakultas Ekonomi Dan Bisnis, Universitas Esa Unggul
Religion Aerospace Engineering Agriculture, Biological Sciences & Forestry Arts Humanities Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Decision Sciences, Operations Research & Management Dentistry Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Medicine & Pharmacology Nursing Public Health Social Sciences Transportation Other

Published : 83 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Bulletin of Electrical Engineering and Informatics

 1 
Feature selection in P2P lending for default prediction using grey wolf optimization and machine learning Sam'an, Muhammad; Safuan, Safuan; Munsarif, Muhammad
Bulletin of Electrical Engineering and Informatics Vol 13, No 5: October 2024
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v13i5.7651

Abstract

Online loan services like peer-to-peer (P2P) lending enable lenders to transact without bank intermediaries. Predicting which lenders are likely to default is crucial to avoid bankruptcy since lenders bear the risk of default. However, this task becomes challenging when the P2P lending dataset contains numer- ous features. The prediction performance could be improved if the dataset fea- tures are relevant. Hence, applying feature selection to remove redundant and irrelevant features is essential. This paper introduces a novel wrapper feature selection model to identify the optimal feature subset for predicting defaults in P2P lending. The proposed method includes two main phases: feature selection and classification. Initially, grey wolf optimization (GWO) is used to select the best features in P2P lending datasets. Then, the fitness function of GWO is as- sessed using ten different machine learning (ML) models. Experimental results indicate that the proposed model outperforms previous related work, achieving average accuracy, recall, precision, and F1-score of 96.77%, 80.73%, 97.52%, and 80.06%, respectively.
Co-Authors ., Budiandru Abdul Haeba Ramli, Abdul Haeba Adi Nugroho Adinullhaq, Juyus Muhammad Agung Kuncoro Budi Ahmad Nurpuad Ahyana, Afan Arga Akhmad Fathurohman Akhmad Fathurrohman ALFAHMI RISTIANTO Alkadhim Alhabshy, Musa Alkadhim Alhabsy, Musa Almira Rizqia Ananda Lilianti Andhika Ramanda Andhika Ramanda Andreas Anggana, Muhammad Wahyu Annisa Insyaroh Lu’luil Maknun Ardhani, Yevi Alviatul ARIEF RISTIA PENGESTU Ariyanto Kusuma Ariyanto Kusuma Ariyanto, Nova Arumsari, Maria Dewi Aryanda Aryanda Aryani Aryani Az Zahra, Ullayah Fathina Budhi Hascaryo Iskandar Budiandru . Budiandru Budiandru Budiandru Budiandru Budiandru, Budiandru Cahyandaru, Paulus Chicie Cornellius, Josephin Cut Ita Zahara, Cut Ita Darmawan Apriyadi, Darmawan David Christian Dea Maulidta Deni Rahman Dian Ayu Puspita Didiet Soediyoto Dini Cahyandari Dodi Mulyadi Ebeneser, Auriand Edi Hamdi Elmie Elmie Erwin Erwin Farah Salsabila Nazhifah Fatemma Azzahra Fathurahman, Akhmad Febrianto Febrianto, Febrianto Firmasyah, Teguh Gorlyana, Winna Dwi Habsari, Safa Putri Hadisaputra Hadisaputra Hafnati, Nurul Halizah, Insani Nur Hanalia Prameswary Hani Septiani Hani Septiani Hendra Utama Hidayanti, Linna Ika Amalia, Ika Ilham, Ahmad Indah Mardiana Indra Wulan Irma Oktaviani, Irma Irman Hermadi Ismartaya Ismartaya Ismartaya, Ismartaya Ismiati Nurul Habibah Janson Pangaribuan Jayawarsa, A.A. Ketut Juan William Juan William Kartini, Tini Kasmir Kasmir Kasmir Kasmir Khaqim Nurjawahir Kindarto, Asdani Kurnia, Janu Yogi Lita Noveria Lukman Assaffat Luqman Assaffat Luqman Assaffat M. Azmi Lesmana Mala Septiani Malviyola el barqa Meries Muhammad MEYDIA MEYDIA Mia Umniyyaatus Sa’adah Ibnu Nawawiyah Mohamad Arief Budiana Muallifah, Siti Muhammad Faisal Tuheteru Muhammad Munsarif Muhammad Sam'an Muhammad Sam’an Munsarif, Muhammad Musa Alkadhim Alhabshy Musa Alkadhim Alhabshy Musa Alkadhim Alhabshy Musa Alkadhim Alhabsy Musa Alkhadim Alhabsy Musa Alkhadimi Alhabsy Musa Musa Najikha, Anggi Uswatun Najla Mahirah Asmedi Nina Lestari Nina Lestari Nopinus Andereas Purba Nugroho, Reesky Adi Nur Afni Safarina Nur Afni Safarina, Nur Afni Nur, Aufa Rafika Nurmantoro, Irvan Paradiba Paradiba Pramuja Sigit Wahono Pulung Adi Nugroho Purwa Saputra, Datep Qonita, Sarah Ramadhani, Arfido Ramadhani, Rima Dias Rilasanti, Estu Aulia Rini Alawiyah Rini Rini Risma Indriyanti Riyanto Riyanto Roviuddin Roviuddin Rupiah, Sri Nikmatu Ryan Aldi Prasetiyo Sabana, Syofyan Hardi Safa Putri Habsari Safitri, Dina Sam’an, Muhammad Sarfudin, Slamet Siti Nurfalah Sobirin Sobirin Subagyo, Imam Suphita Yasoladdha Widjaja Syaifani, M. Amin Takrim, Muhammad Tanti Suteja Taufik Hidayat Tedi Kurnia Teku Dede Ariyanto Tihurua, Nurul Inayah Tina Mardiana Titin Hasanah Titin Hasanah Tondi Alkadri Usman Putranto Utomo, Cicilia San San Indah Nilla Utomo, Satrio Valenthreeas Hijriyana Victoria, Irene Widodo Widodo Willi Willi Winahyu supriyatno Yara Andita Anastasya Yoga Aditya Pambudi Yoga Aditya Pambudi Yudhatama, Thoriq Firza Yulian Alexander Yusnaini Yusnaini Zikri, Afdhalul