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All Journal Jurnal Penelitian dan Pengembangan Sains dan Humaniora (JPPSH) JURNAL MANAJEMEN DAN AKUNTANSI Bulletin of Electrical Engineering and Informatics The Indonesian Accounting Review DINAMIKA DOTCOM JURNAL AKUNTANSI UNIVERSITAS JEMBER JUSIFO : Jurnal Sistem Informasi Jurnas Nasional Teknologi dan Sistem Informasi Sistemasi: Jurnal Sistem Informasi Dinamika Ekonomi - Jurnal Ekonomi dan Bisnis JMBI UNSRAT (Jurnal Ilmiah Manajemen Bisnis dan Inovasi Universitas Sam Ratulangi) Sebatik Jurnal Manajemen dan Bisnis Aptisi Transactions on Technopreneurship (ATT) PEDULI: Jurnal Imiah Pengabdian Pada Masyarakat Building of Informatics, Technology and Science Akurasi : Jurnal Studi Akuntansi dan Keuangan Jurnal Manajemen Dirgantara J-ADIMAS (Jurnal Pengabdian kepada Masyarakat) JUKANTI (Jurnal Pendidikan Teknologi Informasi) Jurnal Teknologi Dan Sistem Informasi Bisnis JURNAL AKUNTANSI KEUANGAN DAN MANAJEMEN Abdi Laksana : Jurnal Pengabdian Kepada Masyarakat JOURNAL OF BUSINESS AND ECONOMICS RESEARCH (JBE) Jurasik (Jurnal Riset Sistem Informasi dan Teknik Informatika) Inspirasi Ekonomi : Jurnal Ekonomi Manajemen Jurnal ABM Mengabdi Perspektif Akuntansi Jurnal Abdimas Kartika Wijayakusuma Jurnal Akuntansi dan Keuangan Indonesia Journal of Business, Social and Technology Warta LPM AMMA : Jurnal Pengabdian Masyarakat Jurnal Pendidikan Teknologi Informasi (JUKANTI) Jurnal Pengabdian Kepada Masyarakat
Evi Maria
STIE Malangkucecwara Malang
Humanities Chemistry Computer Science & IT Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Materials Science & Nanotechnology Mathematics Nursing Social Sciences Transportation Other

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Journal : Bulletin of Electrical Engineering and Informatics

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BiLSTM OptiFlow: an enhanced LSTM model for cooperative financial health forecasting Maria, Evi; Wahyono, Teguh; Dwi Hartomo, Kristoko; Purwanto, Purwanto; Arthur, Christian
Bulletin of Electrical Engineering and Informatics Vol 14, No 3: June 2025
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v14i3.8653

Abstract

This paper presents bidirectional long short-term memory (BiLSTM) OptiFlow, an optimized deep learning model designed to predict the financial health of cooperatives using key financial ratios: debt to equity ratio (DER), net profit margin (NPM), and return on equity (ROE). By leveraging a BiLSTM architecture combined with an optimal decayed learning rate, this model aims to enhance forecasting accuracy. The proposed model was tested against three established methods—recurrent neural network (RNN), long short-term memory (LSTM), and gated recurrent unit (GRU)—and evaluated using mean absolute error (MAE), mean absolute percentage error (MAPE), and mean squared error (MSE) metrics. Results indicate that BiLSTM OptiFlow outperforms the other models across all key indicators. This research offers a robust approach to cooperative financial forecasting, with significant implications for decision-making processes in cooperative management.
Co-Authors A Halim Adi Putro, Cahyo Afnenda Elfreda Frederica Suryatmojo Agussalim Andriansyah Agustina, Nadila Aminul amin Andana, Aji Arafah, Niken Nurul Arthur, Christian Bunyamin Bunyamin Bunyamin Bunyamin Christ Rudianto Cikita Dasty Sirait, Grace Priskila Djoko Murdono Dwi Nita Aryani Dyah Aruning Puspita Edi Sudiarto Edi Suharyadi Eko Suwardi Ekslesia, Ranti Erwien Christianto Fauziah, Satya Grace Persulessy Handayani, Rima Hanif Mauludin Hanna Prillysca Chernovita Hariadi, Sugeng Heni Putriyanti Ikmaliyah, Erika Imanuel, I Indira, Kamila Yumna Irawan Budi Prasetyo Jaya Mahendra, Aldo Johannis, Angelina Adistya Kadarusman Kadarusman . Kartika Hudiono, Rini Kristoko Dwi Hartomo Kurnia Wirawan, Dennis Lidia Andiani Mandi’, Darmayanti Manora, Elsa Mintje, Eden Renold Ndina, Fransiska Tanggu Novita Setyaningrum, Nola P. Basuki Hadiprajitno Penidas Fodinggo Tanaem Purwanto Purwanto Purwanto Putri Tolampi, Caroline Christine R. Suharyadi Rina Irawati Rina Rahmawati Rina Rahmawati, Rina Rony, Zahara Tussoleha Semida, Tika Setiyono Miharjo Setyawan, Martin Sine, Melani Mardolna Siti Munfaqiroh Sri Winarso Martyas Edi Sugeng Hariadi Supratikno, Agus Tasya Wijaya Teguh Wahyono Wicaksono, Christian Edy Widanarni Pudjiastuti Widanarni Pudjiastuti WIDANARNI WIDANARNI Widhiyaningrum, Sekar Winandhito Adi, Alexander Winarso Martyas Edi, Sri Yosefine Elisabeth Yuyuk Liana