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All Journal Jurnal Ilmiah Widya Jurnal Pariwisata Widya Cipta : Jurnal Sekretari dan Manajemen Wanastra : Jurnal Bahasa dan Sastra Perspektif : Jurnal Ekonomi dan Manajemen Universitas Bina Sarana Informatika Moneter : Jurnal Akuntansi dan Keuangan Jurnal Ilmiah Manajemen "E M O R" Journal of Economic, Bussines and Accounting (COSTING) SENTRALISASI JURNAL EDUCATION AND DEVELOPMENT Fair Value: Jurnal Ilmiah Akuntansi dan Keuangan IKRA-ITH EKONOMIKA YUME : Journal of Management Business Innovation and Entrepreneurship Journal Management Studies and Entrepreneurship Journal (MSEJ) Jurnal Scientia Akrab Juara : Jurnal Ilmu-ilmu Sosial Jurnal Ekonomi dan Manajemen Jurnal AbdiMas Nusa Mandiri Jurnal Kependidikan: Jurnal Hasil Penelitian dan Kajian Kepustakaan di Bidang Pendidikan, Pengajaran dan Pembelajaran Jurnal Ilmu Ekonomi Manajemen dan Akuntansi Jurnal Impresi Indonesia Jurnal Ilmiah Multidisiplin (JUKIM) Madani: Multidisciplinary Scientific Journal Journal of Economics and Business (JECOMBI) Jurnal Informatika Ekonomi Bisnis Lokawati: Jurnal Penelitian Manajemen dan Inovasi Riset Socius: Social Sciences Research Journal Journal of Management and Informatics Jurnal Inovasi Manajemen, Kewirausahaan, Bisnis dan Digital
Desy Tri Anggarini
Universitas Bina Sarana Jakarta
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Energy Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Mathematics Medicine & Pharmacology Physics Public Health Social Sciences Other

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The Effect of Compensation on Employee Performance Through Work Motivation as an Intermediary Variable (Case Study at Archa Beauty Clinic Bekasi) Shaura, Rizkiana Karmelia; Handoko, Melyani; Widyastuti, Reni; Swastika, Rahayu; Tambunan, Diana; Anggarini, Desy Tri; Kurniawan, Hendra
Journal of Management and Informatics Vol. 5 No. 1 (2026): April Season | JMI: Journal of Management and Informatics
Publisher : University of Science and Computer Technology

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51903/jmi.v5i1.335

Abstract

The rapid growth of digital payment systems has increased the complexity of financial transactions, making credit card fraud detection more challenging, particularly due to evolving fraud patterns and highly imbalanced datasets. Conventional machine learning approaches often struggle to capture temporal dependencies and adapt to new fraud behaviors, while centralized data processing raises privacy concerns. This study proposes a hybrid fraud detection framework that integrates Bidirectional Long Short-Term Memory (BiLSTM), Autoencoder, and Federated Learning to improve detection performance while preserving data confidentiality. The BiLSTM component models sequential transaction behavior from both forward and backward directions, while the autoencoder identifies anomalies based on reconstruction errors. Federated Learning enables collaborative model training across multiple institutions without sharing sensitive data. Experimental evaluation using benchmark datasets shows that the proposed model achieves high classification performance, with improved precision, recall, and overall stability compared to traditional and standalone deep learning models. The framework effectively handles class imbalance and detects both known and emerging fraud patterns. This study contributes a scalable and privacy-preserving solution for real-world fraud detection, supporting secure collaboration and enhancing model generalization in distributed financial environments.
Co-Authors Achmad Syahlani Adi Robith Setiana Andang Prihasnowo Anggraini Anggraini Ani Rakhmanita Ani Rakhmanita Arief Fahruri Arifin, Arifin Aspari Aspari Diana Tambunan Eigis Yani Pramularso Endang Suparni endang suparni, endang Eria Prajayanti Ferdiansyah, Rama Fitri, Riskilia Aida Handoko, Melyani Hendra Kurniawan Henny Armaniah Hidayat, Danny Intan Indra Putri Kartika Mariskhana Mahmud Syarif Mahmud Syarif Maya Sari Melyani Melyani, Melyani Muhammad Hasby Muhammad Taufik Nikmah, Wasilatun Nining Suharyanti Nugraha Otto Siregar Paramitha Kusumawardhani Prihasnowo, Andang Rahmadianti, Rosi Novita Rakhman, Ani Rakhmanita Reni Widyastuti Rizkiana Karmelia Shaura S, Sariah Sadeli, Melly Silviany Sani, Syika Putri Santo Dewatmoko Susbiyantoro, Susbiyantoro Swastika, Rahayu Udayat Udayat Wasilatun Nikmah Wirdha Hardiyanti Yangcen, Ronald Rose Yudiana, Eka Mega Putri