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All Journal Jurnal Informatika Jurnal sistem informasi, Teknologi informasi dan komputer Jurnal Teknologi Informasi dan Ilmu Komputer SMATIKA Journal of Animation & Games Studies Fountain of Informatics Journal Jurnal Ilmiah KOMPUTASI Jurnal Pengabdian UntukMu NegeRI JOIV : International Journal on Informatics Visualization Journal of Information Technology and Computer Science Kinetik: Game Technology, Information System, Computer Network, Computing, Electronics, and Control Jurnal Eksplora Informatika Sainmatika: Jurnal Ilmiah Matematika dan Ilmu Pengetahuan Alam JURTEKSI JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika) PrimaryEdu - Journal of Primary Education Building of Informatics, Technology and Science Jutisi: Jurnal Ilmiah Teknik Informatika dan Sistem Informasi Jurnal Informatika dan Rekayasa Elektronik JATI (Jurnal Mahasiswa Teknik Informatika) JIKA (Jurnal Informatika) Infotek : Jurnal Informatika dan Teknologi Indonesian Journal of Cultural and Community Development Jurasik (Jurnal Riset Sistem Informasi dan Teknik Informatika) Jurnal Teknik Informatika (JUTIF) Jurnal Abdimas Indonesia : Jurnal Abdimas Indonesia Indonesian Journal of Innovation Studies Jurnal Nasional Teknik Elektro dan Teknologi Informasi Prosiding Seminar Nasional Teknik Elektro, Sistem Informasi, dan Teknik Informatika (SNESTIK) PELS (Procedia of Engineering and Life Science) Proceedings of The ICECRS Procedia of Social Sciences and Humanities Publikasi Pengabdian Masyarakat Komputer dan Teknologi (PUNDIMASKOT) JOINCS (Journal of Informatics, Network, and Computer Science) Jurnal Teknik Mesin, Industri, Elektro dan Informatika STORAGE: Jurnal Ilmiah Teknik dan Ilmu Komputer Jurnal Sistem Informasi Prosiding SEMNAS INOTEK (Seminar Nasional Inovasi Teknologi) Indonesian Journal of Applied Technology Journal of Technology and System Information Kesatria : Jurnal Penerapan Sistem Informasi (Komputer dan Manajemen) Journal of Electrical Engineering semanTIK Journal of Blockchain, Nfts and Metaverse Technology IJHCS Smatika Jurnal : STIKI Informatika Jurnal Academia Open Journal of Artificial Intelligence and Digital Economy
Yulian Findawati
Program Studi Teknik Informatika, Universitas Muhammadiyah Sidoarjo
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Journal : building of informatics technology and science

 1 
Klasifikasi Penipuan pada Rekening Bank menggunakan Pendekatan Ensemble Learning Maghfiroh, Alfiah; Findawati, Yulian; Indahyanti, Uce
Building of Informatics, Technology and Science (BITS) Vol 4 No 4 (2023): March 2023
Publisher : Forum Kerjasama Pendidikan Tinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bits.v4i4.3212

Abstract

Accounts are a collection of numbers commonly used for all transactions in the banking world, from saving, withdrawing cash, to checking account balances either directly or online using m-banking. In bank accounts and the process of opening them, there are various kinds of criminal acts committed by individuals and groups. As a bank's obligation to prevent crime so that it can provide trust to the community. In an effort to prevent criminal acts of fraud can be solved using data mining techniques, namely classification. The purpose of classification is to predict the class label of an object based on existing attributes. The classification methods used in this research are extreme gradiant boosting (XGBoost) and random forest on 22029 records. In the classification process, this study uses a percentage ratio of 90% train data and 10% test data and tuning parameters processed by randomized search cross validation. The research stages start from preprocessing to evaluation and get a train score of 99.50% and a test score of 99.59% for extreme gradiant boosting (xgboost) while random forest gets a train score of 99.46% and a test score of 99.59%. These results show that the classification results of extreme gradiant boosting (XGBoost) are better than random forest.
Co-Authors A.A. Ketut Agung Cahyawan W Ade Eviyanti Aditya Kurniawan Adni Navastara, Dini Agustiningsih, Afikah Ahmad Rizqi Efendi Aji, Bagas Prakoso Aldio Nur Samsi Alim, Kholqi Aljunza, Marshal Sheva ardhi pradana Ari Setiawan Arif Senja Fitrani Arif Senja Fitrani Arif Senja Fitroni Armuri Wahyu Azinar Budi Raharjo, Agus Cindy Cahyaning Astuti Cindy Taurusta Diana Purwitasari Dwi Cahyono, Qitfirul Egha Arya Affandi Elang Rezky Pratama Eni Fariyatul Fahyuni Erfina, Idha Maharani Ericka Sukma Putri Wilujeng Ericka Sukma Putri Wilujeng, Ericka Sukma Putri Evanka Ahmad Saddam Firdausi Usqi Salsabilah Fitroni, Arif Senja Galuh Ratmana Hanum Ganang Ganindra Aulia Akbar Gilang Dwi Anggoro Givari Eka Fajar Hanafi, Rizal Hidayah, Firmansyah Nur Hindarto Ida Rindaningsih, Ida Idha Maharani Erfina Ika Ratna Indra Astutik Imron Hidayat Indra Maulana Ipung Dwi Antoni Irwan A. Kautsar Irwan Alnanrus Kautsar Irwan Alnarus Kautsar Irwan Alnarus Kautsar Irwan Alnarus Kautsar Irwan Alnarus Kautsar Islam Al-Hazmi, Auliansyah Jihaan Anisa Mukti Khubro, Jamaluddin Jumadil M. Alfan Rosid M. Bima Surya Maghfiroh, Alfiah Mahelda Asri Sudarsono Malihatin S, Ulfah Malna, Intan Afriza Mardhatillah, Radhita Fitra Maulana, Mahardika Rafi maulana, Metatia intan Metatia Intan Mauliana Metatia Intan Mauliana Moch Irwan Al Khafid Mochamad Alfan Rosid Moh. Attar Jibran Mohammad Fadli Zaka Mohammad Suryawinata Mohammad Yoga Firnanda Muchamad Firmansyah Tubira Muhamad Alfin Firdiansyah Muhammad Alfin Firdiansyah Muhammad Ananta Hidayatulloh Muhammad Choir Ridho Azizi Muhammad Fedy Rifki Muhammad Hilal Hamdi Muhammad Iqbal Alfani Muhammad Iqbal Nahariqi Muhammad Sayyi Syeh Putradifa Muhammad Syafri Romadhon Nanda Mujahidah Andini Ni'matu Zahroh Novia Ariyanti Nuril Lutvi Azizah Nurwijayanti Pangestu, Krisna Aji Pratama, Chandra Hary Puspitasari, Anastasya Nadia Putri, Dewi Melisa Rafi Ar Rafii Ramadhan, Aldo Reghan Ratih Puspitasari Ratih Puspitasari Razif Zulvikar Hatuwe Ricki Maulana Abdillah Rizaldy, Moch Dimas Fahmi Rizky Fajar Ryandi Rohman Dijaya Rosid, Muhammad Alfan Safir Saputra Setiawan Saputra, Abhirama Septian Dwi Pratama Septian Dwi Pratama Setiawan Bagus Rustianto Setyaningsih, Yuni Shendy Dwi Hardyanto Sholihuddin, Ahmad Ahyar Siska Dyah Pertiwi Siti Nur Haliza Steven Owen Purnawan Suhendro Busono Suhendro Busono Suhendro Busono Suhendro Busono Sumarno , Sumarno Sumarno . Sumarno Sumarno Suprianto Suprianto Suprianto Supriyanto - Suryani, Siti Dwi Sutarman Tirta Arya Bimantoro Uce Indahyanti Uce Indahyanti Uce Indahyanti Wiwik Dwi Hastuti Wiwik Sumarmi Yasinta, Aulia Nur Yatestha, Anak Agung Yonathan, Vincent Yunianita Rahmawati Yunianita Rahmawati Yunianita Rahmawati Yunianita Rahmwati Zaka, Mohammad Fadli