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All Journal Safari : Jurnal Pengabdian Masyarakat Indonesia Buffer Informatika
Muhammad Fadly Ramadhani
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Arts Humanities Computer Science & IT Languange, Linguistic, Communication & Media Public Health Other

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Pembuatan Website Company Profile Dinas Pemberdayaan Perempuan Dan Perlindungan Anak Kota Samarinda Landika Bramasta Erlian Susilo; M Arif Budiman S; Muhammad Fadly Ramadhani; Rezqi Syayuwan; Muhammad Taufiq Sumadi
SAFARI :Jurnal Pengabdian Masyarakat Indonesia Vol. 4 No. 1 (2024): Januari : Jurnal Pengabdian Masyarakat Indonesia
Publisher : BADAN PENERBIT STIEPARI PRESS

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56910/safari.v4i1.1081

Abstract

In the era of globalization, the development of information technology services has grown quite rapidly in various aspects of life. Information technology has developed along with human abilities, which has created technologies that are more sophisticated and practical in helping human life. Examples of technology that have developed include machines, communication tools, and so on. This development does not only occur in urban areas but also in rural areas where information service technology has made it easier for people to access various information. The Samarinda City Women's Empowerment and Child Protection Service is committed to always being transparent in its implementation, especially in information regarding the Samarinda City Women's Empowerment and Child Protection Service. Therefore, the service team wants to create a WordPress Content Management System (CMS) based media website which contains information related to the Samarinda City Women's Empowerment and Child Protection Service. The method that the author will use in this service is how to manage a website properly and correctly. The aim of this community service is to create a website profile related to the Samarinda City Women's Empowerment and Child Protection Service and to make it easier for people who want to find information about the Samarinda City Women's Empowerment and Child Protection Service. The final result of this service is the Company Profile Website for the Samarinda City Women's Empowerment and Child Protection Service.
Penerapan Metode Forward Selection dan ADASYN Pada Algoritma SVM Untuk Klasifikasi Data Kecelakaan Lalu Lintas Muhammad Fadly Ramadhani; Taghfirul Azhima Yoga Siswa; Joko Pranoto, Wawan
Buffer Informatika Vol. 11 No. 2 (2025): Buffer Informatika
Publisher : Department of Informatics Engineering, Faculty of Computer Science, University of Kuningan, Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

Di Indonesia, khususnya kota Samarinda, angka kecelakaan lalu lintas menunjukkan tren peningkatan yang mengkhawatirkan. Jumlah kecelakaan meningkat dari 97 kasus pada tahun 2021 menjadi 102 kasus pada tahun 2022, dan mencapai 173 kasus pada tahun 2023. Penelitian ini bertujuan untuk meningkatkan akurasi klasifikasi tingkat kecelakaan lalu lintas dengan mengimplementasikan algoritma Support Vector Machine (SVM) yang dikombinasikan dengan metode seleksi fitur Forward Selection dan teknik oversampling ADASYN. Dataset yang digunakan merupakan data kecelakaan dari Polresta Samarinda periode 2020–2024 dengan 35 atribut, yang diseleksi menjadi 13 atribut relevan. Penelitian dilakukan melalui tahapan data pre-processing, balancing, pemodelan SVM, serta evaluasi menggunakan 10-fold cross-validation. Hasil pengujian menunjukkan bahwa penerapan ADASYN mampu meningkatkan akurasi model dari 70,75% menjadi 96,38%. Peningkatan lebih lanjut dicapai dengan Forward Selection, menghasilkan akurasi hingga 98,00%. Temuan ini membuktikan bahwa seleksi fitur dan penyeimbangan kelas memiliki kontribusi signifikan dalam memperkuat performa model klasifikasi SVM untuk analisis kecelakaan lalu lintas.
Co-Authors Joko Pranoto, Wawan Landika Bramasta Erlian Susilo M Arif Budiman S Muhammad Taufiq Sumadi Rezqi Syayuwan Tagfirul Azima Yoga Siswa, Muspidar Mulyadi