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All Journal IJCCS (Indonesian Journal of Computing and Cybernetics Systems) Jurnal Sosialisasi: Jurnal Hasil Pemikiran, Penelitian dan Pengembangan Keilmuan Sosiologi Pendidikan Jurnal Online Mahasiswa (JOM) Bidang Ilmu Hukum Jurnal Ketahanan Nasional PROFIT : Kajian Pendidikan Ekonomi dan Ilmu Ekonomi Economic Education Analysis Journal Al Ishlah Jurnal Pendidikan Educatio Jurnal PIPSI: Jurnal Pendidikan Ilmu Pengetahuan Sosial Indonesia Paedagoria : Jurnal Kajian, Penelitian dan Pengembangan Kependidikan Jurnal Teknoinfo Journal of Education and Instruction (JOEAI) Alignment: Journal of Administration and Educational Management Jurnal Pendidikan Ekonomi (JURKAMI) Journal on Education Global Conference Index Jambura Economic Education Journal Jurnal EDUCATIO: Jurnal Pendidikan Indonesia JPEK (Jurnal Pendidikan Ekonomi dan Kewirausahaan) Genta Mulia : Jurnal Ilmiah Pendidikan Jurnal Ilmiah Profesi Pendidikan Journal of Elementary School (JOES) Fitrah: Jurnal Studi Pendidikan Journal of Psychological Perspective Jurnal Teknimedia: Teknologi Informasi dan Multimedia ABSYARA: Jurnal Pengabdian Pada Masyarakat Jurnal Kependidikan: Jurnal Hasil Penelitian dan Kajian Kepustakaan di Bidang Pendidikan, Pengajaran dan Pembelajaran Jumat Informatika: Jurnal Pengabdian Masyarakat Jurnal Abdimas Bina Bangsa Jurnal Info Sains : Informatika dan Sains Participative Journal (PJ) : Jurnal Pengabdian Pada Masyarakat Jurnal Pendidikan Sosial Keberagaman (JURIDIKSIAM) Jurnal WIDYA LAKSMI (Jurnal Pengabdian Kepada Masyarakat) International Journal on Education Insight Journal of Office Administration : Education and Practice Jurnal Abdimas Musi Charitas Kasta: Jurnal Ilmu Sosial, Agama, Budaya dan Terapan Edunusa: Journal of Economics and Business Education Jurnal Ilmiah MEA (Manajemen, Ekonomi, dan Akuntansi) Jurnal Pengabdian Pada Masyarakat Religia : Jurnal Ilmu-Ilmu Keislaman Jurnal el-Huda: Jurnal Pendidikan, Sosial, dan Keagamaan Talimi Interdiciplinary Journal of Education Digital Muslim Review Journal of Management, Entrepreneurship and Tourism Economic Education Analysis Journal Referendum International Journal of Economics, Business and Innovation Research Asian Journal of Management, Entrepreneurship and Social Science Action Research Journal Ulil Albab PESHUM Circular : Jurnal Pendidikan Sosial Dan Ekonomi Indigenous Southeast Asian and Ethnic Studies International Journal of Informatics Engineering and Computing Journal Creative Economics and Trading Halal Ecosystem
Muh. Fahrurrozi
(SCOPUS ID 75214457054 | SINTA ID 5986424) Pendidikan Ekonomi, Universitas Hamzanwadi, Indonesia
Religion Aerospace Engineering Agriculture, Biological Sciences & Forestry Arts Humanities Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Engineering Environmental Science Health Professions Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Medicine & Pharmacology Nursing Public Health Social Sciences Other

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Journal : International Journal of Informatics Engineering and Computing

 1 
Decision of Student's Dormitory Accommodation Using SAW Method Fahrurrozi, Muhammad; Witanti, Arita
International Journal of Informatics Engineering and Computing Vol. 1 No. 1 (2024): International Journal of Informatics Engineering and Computing
Publisher : ASTEEC

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.70687/ijimatic.v1.i1.28

Abstract

This study presents the development and evaluation of a Decision Support System (DSS) designed to streamline the student selection process for dormitory administrators. The system leverages the Simple Additive Weighting (SAW) method to evaluate applicants based on predefined criteria, including academic performance, financial need, and extracurricular involvement. Testing conducted on five applicants demonstrated a 100% accuracy rate, validating the system's effectiveness in identifying the most suitable candidates. The SAW method's ability to aggregate and normalize multiple criteria into a single quantitative score ensures a robust, transparent, and fair decision-making framework. This approach significantly enhances the precision of candidate selection while reducing manual effort and minimizing biases. The system's adaptability allows for the incorporation of additional criteria or adjustments to weighting schemes, ensuring its applicability across diverse institutional contexts. The successful implementation of this system underscores the value of integrating multi-criteria decision-making techniques into administrative workflows, offering a scalable and accountable solution for optimizing resource allocation in dormitory management.
Optimizing Machine Learning Algorithms to Accelerate Smoking Detection Fahrurrozi, Muhammad; Naru, Germanus
International Journal of Informatics Engineering and Computing Vol. 1 No. 2 (2024): International Journal of Informatics Engineering and Computing
Publisher : ASTEEC

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.70687/ijimatic.v1.i2.42

Abstract

This study evaluates the performance of various classification algorithms, including Convolutional Neural Networks (CNN), Support Vector Machines (SVM), Decision Trees, K-Nearest Neighbors (KNN), Gaussian Naive Bayes (GNB), and Gradient Boosting (Gboost), on a binary classification task. The results reveal that CNN achieves perfect performance, with an accuracy of 1.00 and precision, recall, and F1-scores of 1.00 for both classes. Similarly, SVM, Decision Tree, KNN, and Gboost also demonstrate flawless performance across all metrics. In contrast, GNB underperforms significantly, with an accuracy of 0.78 and lower precision, recall, and F1-scores, particularly for the "no" class. These findings highlight CNN's robustness and reliability, positioning it as a top-performing algorithm for this classification task. The study underscores the effectiveness of CNN and other high-performing algorithms while identifying limitations in GNB. Future research could focus on optimizing computational efficiency and scalability for real-world applications.
Stepping up Support Vector Machine Algorithm for Flood Prediction Muhammad Fahrurrozi
International Journal of Informatics Engineering and Computing Vol. 2 No. 1 (2025): International Journal of Informatics Engineering and Computing
Publisher : ASTEEC

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.70687/ijimatic.v2i1.91

Abstract

Flooding is one of the natural disasters that often occurs in Dompu Regency, especially around the Rabalaju River. To anticipate the adverse impacts caused, an accurate prediction system is needed to detect the potential for flooding. This research aims to apply the machine learning method Support Vector Machine (SVM) as a flood prediction model in Rabalaju River. The data used in this research includes historical data on rainfall, water level, soil moisture, and river flow discharge. The research stages include data collection, data preprocessing, SVM model building, and model performance evaluation using accuracy, precision, recall, and F1-score metrics. The results showed that the SVM method was able to provide accurate predictions with an accuracy rate of 92%. The implementation of this method is expected to help related parties, such as local governments and local communities, in mitigating flood disasters more effectively. This research also provides further development recommendations, such as model integration with the Python programming language for real-time data monitoring.
Co-Authors Adam Semedhi Permana Agus Riswanto Ahmad Muhamad Mustain Nasoha Ahyani, Nurul Akmal, Muhammad Syafiq Alparizi, Salman Amrullah Amrullah Andani , Ulia Rizki Anggraini, Elya Siska Aris Munandar, Siswoyo Arita Witanti Ashfiya Nur Atqiya Atisina, Supardi Aulia, Nanda Rizky Azhari SN Azhari, Sopian Aziz, Hafizatul Badarudin Baiq Dewi Ratnasari Baiq Intan Fuji Lestari Baiq Jauziati Baiq Jauziati Baiq Liana Widiyanti Baiq Yuliana Rizkiwati Damayanti, Elok Danang Prio Utomo Dedi Riyan Rizaldi Desi Nila Dartika Sari Dukha Yunitasari Dzulhijjah, Miftahul Nurul Eka Farida Evina Apriyani Fachrurrohman, Rozi Arfin Fadhilla, Nada Farhana Muhammad Farida, Eka Fidiawati, Fidiawati Fitra Salami Flores Tanjung Hairul Anam Hajriana Arfah Hardandrito, Awan Gumilang Hartini Haritani Hartini Hartini Hary Murcahyanto Hasan Basri Hasan Basri Hasan Basri Hatibul Umam Herman Supriadi Heru Cahyono Husnul Hatimah, Husnul Huzain Jailani Irda Nur Oktafiani Izza, Faradillah Nurul Jeremy Arif Gonjales Tarigan Karyawan, Lalu Budi Khairunnazri Khirjan Nahdi Kholidah, Neneng Rika Jazilztul Khusnul Fikriyah Laila Wati Laili Atil Far'i Lalu Puji Indra Kharisma Lia Dianti Lutfi Lailatul Hikmah Lutfiah Aila Nada M. Adib Nazri M. Juaini M. Nizomul Asfari M. Saleh Sofyan Majid, Muhip Abdul Mardawiah, Mufidatul Marhamah Marhamah Maryati Bachtiar Mispandi Mispandi Mohzana Muh Hilmi Pauzi Muhamad Ali Muhamad Juaini Muhammad Adi Junaidi Muhammad Ali Sukran Muhammad Ali Sukran Muhammad Arif Parluhutan Sitompul Muhammad Muhyihuddin Abdul Qodir Jailli Muhammad Ramli Muhammad Ramli Muhammad Rapii Muhip Abdul Majid Muhra Damarullah Munandar, Siswoyo Aris Mutia Havits Silaen Naru, Germanus Neneng Rika Jazilztul Kholidah Nilwan Nilwan, Nilwan Nnamdi Ogbolu, Anthony Novia Widiarti Nurhaini Siregar Nurlaili Nurlaili Nurul Yakin Nurul Yakin Pahrudin Rahadi, Irwan Rahadi, Irwan Ratih Lestari Ririn Novitasari Riska Fitriani Rizal, Ahmad Ashril Rohaeniah Zain Rosalin, Rizqi Praimadi Rosalin Safarwadi , Safarwadi Samsul Lutfi Sapri Sapri Sari, Luky Vianika Sholihah, Isfi Siti Mawaddah Siti Nur Laili Rahmawati Siti Surodiana Solihah, Amraini Wahidatus Solihatun Ummah Sopiatun, Sopiatun Subhani, Armin - Sugandi, Yogi Birrul Walid Sukardi Sukardi Sukardi Sukardi Sukran, Muhammad Ali Sumarsono Sumarsono Suparmanto Susilawati, Susilawati Syam, Syukur Ummah, Solihatun Usuluddin, Usuluddin Wijaya, Lalau Hendra Wildan Wildan Wildan Yogi Birrul Walid Sugandi Yogi Rahmadi Putra YUDI NUR SUPRIADI Zain, Rohaeniyah Zaini, Muhamad Zaitun Zaitun Zaitun Zaitun Zamroni Uska, Muhammad Ziadatul Fatimah Zilatul Ariani