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Cahyo, Septian Dwi
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Journal : Jurnal Mandiri IT

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Application of fuzzy genetic system to predict the number of outpatient visits Surorejo, Sarif; Cahyo, Septian Dwi; Fadilah, Nurul; Gunawan, Gunawan
Jurnal Mandiri IT Vol. 13 No. 1 (2024): July: Computer Science and Field
Publisher : Institute of Computer Science (IOCS)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35335/mandiri.v13i1.299

Abstract

Improving the management and use of resources in outpatient care is a challenge faced by health facilities in today's digital era. The inability to accurately predict patient flow can result in inadequacies in staff scheduling and effective space management. Therefore, this study aims to develop a predictive model of outpatient visits using the fuzzy system genetic method. The research methods used include the design of a combination of experimental methods, quantitative analysis, and model validation. Outpatient visit data is taken from a hospital and processed using the Fuzzy Genetics System which optimizes fuzzy rules with genetic algorithms. The results of the model implementation show accurate and adaptive predictions to variations and uncertainties in patient visiting patterns. Based on the results of the study, it can be concluded that the use of fuzzy system genetic methods in predicting outpatient visits can improve the operational efficiency of health facilities. The developed prediction model is able to provide predictions that are more accurate, adaptive, and responsive to the real needs of health facilities. With the adoption of this method, health facilities can optimize management and resources in outpatient health services. This research contributes significantly to the development of predictive models that are more efficient and applicable in the dynamic context of healthcare.
Co-Authors - Sumardianto A.A. Ketut Agung Cahyawan W Aang Alim Murtopo Adlawan, Hendely A. Al Fariz, Arif Budiman Ani Kurniawati Anthonios, Rich Edrick Astuti, Fitria Yuni Azizi, Muhammad Arrizky Adhita Bactiar, Dwi Dicky Bali, Ika Bangkara, B.M.A.S Anaconda Cahyani, Dhea Indah Damaris, Lucia Deviani, Nadya Dewi, Adhisty Kartika Dewiki, Santi Eka Kurnia Patmasari Gunawan Gunawan Imtiyaz Farras Mufidah Kaswandi, Carolus Khasanah, Ramadhani Uswatun Kuwatno Lestari, Citra Ayu Lestari, Ika Anggun Mahfud Nugroho Marlon R. Astillero Miftahul Fikri Mohamad Saufi Che Rusuli Mubarok, Ahmad Shofi Munif Ghulamahdi Nawa, Victoria Astra Nurdiansyah, Aulia Nurhaliza, Mira Nurmalasari, Auliya NURUL ANNISA Nurul Fadilah, Nurul Pambudi, Sulistyo Patmasari, Eka Kurnia Pratiwi, Widya Ayu Rikayana, Askha Egyta Santoso, Bayu Aji Saraya, Sitta Sari, Vincentia Indah Puspita Sarif Surorejo Shalsabilla, Aura Sihono Sihono Siti Maziyah Soedirgo, Farel Danto Sri Supriyati Sucipto Sucipto Sukardi, Rendi Restiana Tri Winarni Agustini Utami, Herwati Dwi Wahid Nugroho Wijayanti, Mia Yeni Yuniarti, Yeni Zayadi, Nur Hidayah Binti