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All Journal Ulul Albab: Jurnal Studi dan Penelitian Hukum Islam Afkaruna: Indonesian Interdisciplinary Journal of Islamic Studies Ulul Albab: Jurnal Studi Islam Maraji`: Jurnal Ilmu Keislaman Indonesian Journal of Science and Technology Religi: Jurnal Studi Agama-agama JURNAL KEPEMIMPINAN DAN PENGURUSAN SEKOLAH Jurnal Pengabdian UntukMu NegeRI QALAMUNA: Jurnal Pendidikan, Sosial, dan Agama Madaniyah: Terciptanya Insan Akademis Berkualitas Dan Berakhlak Mulia MODELING: Jurnal Program Studi PGMI As-Salam: Jurnal Studi Hukum Islam & Pendidikan Communications in Science and Technology MEKANIKA - JURNAL TEKNIK MESIN Unes Law Review Jurnal Pemberdayaan: Publikasi Hasil Pengabdian Kepada Masyarakat Seminar Nasional Lahan Suboptimal SRIWIJAYA JOURNAL OF MEDICINE Jurnal Aplikasi Statistika & Komputasi Statistik Medica Hospitalia SCAFFOLDING: Jurnal Pendidikan Islam dan Multikulturalisme Potret Pemikiran Mobile and Forensics INTEGRITAS : Jurnal Pengabdian Hanifiya: Jurnal Studi Agama-Agama Akademika Pasundan Journal of Mathematics Education : Jurnal Pendidikan Matematika Ekasakti Jurnal Penelitian dan Pengabdian (EJPP) Poros Onim Human Resource Management Studies Indonesian Journal of Teaching in Science International Journal of Electronics and Communications Systems Society: Jurnal Pengabdian Masyarakat Bureaucracy Journal : Indonesia Journal of Law and Social-Political Governance Al Hikmah : Jurnal Studi Keislaman Journal of Islamic History Makara Journal of Health Research Makara Journal of Technology Al-Aqwal : Jurnal Kajian Hukum Islam Ezra Science Bulletin Journal of Information System Exploration and Research Journal of Halal Research, Policy, and Industry Jurnal Masyarakat Religius dan Berwawasan Jurnal Pertanian Khairun (JPK) Analysis : Journal of Education Al Hakam: The Indonesian Journal of Islamic Family Law and Gender Issues El-Wasathy: Journal of Islamic Studies Jurnal Pariwisata dan Budaya (RANATAYA) Journal of Community Engagement in Economics Islamic Studies in the World Fast in Social Sciences
Muhammad Aziz
Institut Agama Islam Negeri Syekh Nurjati Cirebon
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Immunology & microbiology Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Medicine & Pharmacology Neuroscience Nursing Physics Public Health Social Sciences Other

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Journal : Journal of Information System Exploration and Research

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Bankruptcy Prediction Using Genetic Algorithm-Support Vector Machine (GA-SVM) Feature Selection and Stacking Abror, Wiena Faqih; Alamsyah, Alamsyah; Aziz, Muhammad
Journal of Information System Exploration and Research Vol. 1 No. 2 (2023): July 2023
Publisher : shmpublisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52465/joiser.v1i2.180

Abstract

Bankruptcy is an impact caused by a company's financial failure. Financial failure in the company must be avoided so as not to cause losses to the company. In the research that was carried out utilizing a data set from the Taiwan Economic Journal as many as 6,819 to be trained using machine learning algorithms using classification techniques. The goal obtained from the research conducted is to obtain a classification technique with the best accuracy results. The method used in this research is preprocessing using the synthetic minority over-sampling technique to handling unbalanced data sets. Then, the results of the balanced data set will be processed using a genetic algorithm-support vector machine feature selection algorithm to reduce the attributes of the data set. Data sets that have experienced reduced attributes will be trained using the stacking method with a single classifier base learner in the form of k-nearest neighbors, naïve bayes, decision trees with classification and regression tree models, gradient boosting decision trees, and light gradient boosting. The meta-learner used in the stacking method is extreme gradient boosting. The results of the accuracy obtained from the research conducted were 99.22%.
Co-Authors Abdul Ghofur Abror, Wiena Faqih Abu Bakar, Mimi Hani Abu Umayah Adilla, Rahmi Elfa Agmi, Nadia Agus Salim Alamsyah - Albaar, Nurjanna Albar, Thoriq Mutaali Ali Ahmad Yenuri, Ali Ahmad Amin, Fathul Ardiansyah, Rahmad Ariq, Ziyad Al Arsi, Arsi Askar, Ahmad Auliya, Nanda Rahmah Bambang Gunawan Basir, M Bentang Arief Budiman Carolin, Jenia Chandra Pratama, Ragil Chichi Andriani, Chichi Danardono Dwi Prija Tjahjana, Dominicus Dira Herawati DM, M. Yusuf Eddy Roflin Fadriati Fadriati Fahruddin, Ahmad Hanif Fazhira, Ira Febrianti, Bella Annisa Febriyanti, Nabila Firman Bagja Juangsa Firmansyah, Ridha Fitri, Nur Lailatul Ghazali, Mohd Fahmi Gresya Ginting, Cesey Haji, Mohammed M. Hamidin Rasulu Hanum Harahap, Herlina Harahap, Muthia Sartika Harwijayanti, Widyanita Hasibuan, Nurul Hakiki Hendra Darmawan Hidayah, Fachri Hidayah, Khairul Hidayati, Niswatin Nurul Husnul Fadhil, Mhd. Iche Andriyani Liberty, Iche Andriyani Ika Dyah Kumalasari Ilhamsyah, Rizky Imam Makruf Islamy, Athoillah Izzatul Umami Judijanto, Loso Juliansyah Juliansyah Kim, Byung Hong Kumalasari, Ine Kurniawan, Al Amin Lee, Umi Hamidaton Mohd Soffian Liberty, Iche A Lokahita, Baskoro Lubis, Fauziah Marlina Marlina Masnita Sinaga, Tessia Maula Nafi Maulana, Hildan Mazidah, Nur Miftakhul Janah Minidian Fasitasari Muhajirin, Bayu Muhammad Huda Muhammad Iqbal Muhammad Nanang Qosim Muhammad Naufal, Muhammad Muhandy, Rachmad Surya Muslihah, Fitriyyatul Mutia, Vina Nasution, Qustinanis Puja Ngibad, Khoirul Noviana, Leni Duwi Nur Aini Nuraida, Indri Nurhayati, Wina Nurita, Rinta Nurkholis Nurotun Mumtahanah, Nurotun pariyana, Pariyana Pebri, Akly Prabowo, Basit Adhi Pudjowati, Saras Rahardian, Samuel Rahman, Clarita Ise Afifatunnisa Rahmayani, Endah Raissa, Siti Ramdlaningrum, Herni Rangkuti, Shindy Tamanda Ratna Sari Resti, Nindi Sulvina Mai Rochady Setianto Rusydi Umar Sa'diah, Aminatus Sabri Sabri Salehmin, Mohd Nur Ikhmal Salsabila, Nur Sambegoro, Poetro Lebdo Sarmen Aris Shame, Buruhan Haji Shaofa, Rizki Audiah Sholikah Sholikah Sholikah Siti Marpuah, Siti Somalu, Mahendara Rao Sri Windari, Sri Ssatar, Ibdal Suadaa, Lya Hulliyyatus Subkhana Adzim Baqi Susanto, Mujib Akhis Suwandi, Tri Syafieh, Syafieh Syaifulloh, Moh Takahashi, Fumitake Tjekyan, Suryadi Ubaidillah Vania, V. Wan Daud, Wan Ramli Warosari, Yuli Fatimah Winarti, Siti Sri Winda, Ratu Yasin, Muhammad Fatah Zahara Zahara Zainal Arifin Zakiyah, Amanatus