Article Per Year (5 Year)
p-Index From 2021 - 2026
2.613
P-Index
This Author published in this journals
All Journal TELKOMNIKA (Telecommunication Computing Electronics and Control) JUITA : Jurnal Informatika JUSIFO : Jurnal Sistem Informasi Jurnal Pengabdian UntukMu NegeRI JURNAL MEDIA INFORMATIKA BUDIDARMA Jurnal Cahaya Keadilan INTECOMS: Journal of Information Technology and Computer Science Jurnal Nasional Komputasi dan Teknologi Informasi Jurnal FASILKOM (teknologi inFormASi dan ILmu KOMputer) Jurnal Computer Science and Information Technology (CoSciTech) Malcom: Indonesian Journal of Machine Learning and Computer Science JITER-PM (Jurnal Inovasi Terapan - Pengabdian Masyarakat)
Yulia Fatma
Teknik Informatika, Universitas Muhammadiyah Riau
Religion Aerospace Engineering Humanities Automotive Engineering Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Health Professions Law, Crime, Criminology & Criminal Justice Neuroscience Social Sciences Transportation

Published : 22 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 22 Documents
Search

 1   2   3 
A comprehensive evaluation of multiclass imbalance techniques with ensemble models in IoT environments Januar Al Amien; Hadhrami Ab Ghani; Nurul Izrin Md Saleh; Soni Soni; Yulia Fatma; Regiolina Hayami
TELKOMNIKA (Telecommunication Computing Electronics and Control) Vol 22, No 3: June 2024
Publisher : Universitas Ahmad Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.12928/telkomnika.v22i3.25887

Abstract

The internet of things (IoT) has revolutionized connectivity and introduced significant security challenges. In this context, intrusion detection systems (IDS) play a crucial role in detecting attacks in IoT environments. Bot-IoT datasets often face class imbalance issues, with the attack class having significantly more samples than the normal class. Addressing this imbalance is essential to enhance IDS performance. The study evaluates various techniques, including imbalance ratio techniques we call imbalance ratio formula (IRF) for controlling imbalance data, while also testing IRF to compare it with oversampling techniques like synthetic minority oversampling technique (SMOTE) and adaptive synthetic sampling (ADASYN). This research also incorporates the extreme gradient boosting (XGBoost) ensemble model approach to improve IDS performance in dealing with multiclass imbalance issues in Bot-IoT datasets. Through in-depth analysis, we identify the strengths and weaknesses of each method. This study aims to guide researchers and practitioners working on IDS in high-risk IoT environments. The proposed IRF, when integrated with the XGBoost algorithm has been demonstrated to achieve comparable accuracy of 99.9993% while reducing the training time to be on average at least two times faster than those achieved by the other state-of-the-art ensemble methods.
Bank Sampah sebagai Alternatif Strategi Pengelolaan Sampah Berbasis Masyarakat di Desa Kerubung Jaya Harun Mukhtar; Lilian Rahma Dayani; Rahma Tiara Putri; Ulya Triana Dahar; Yandi Arviero L Tobing; Aldi Dermawan; Yuda Prayoga; Ananda Marcelino; Yulia Fatma
JITER-PM (Jurnal Inovasi Terapan - Pengabdian Masyarakat) Vol. 2 No. 2 (2024): JITER-PM
Publisher : Politeknik Caltex Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35143/jiter-pm.v2i2.6221

Abstract

Salah satu permasalahan besar yang dialami kota-kota besar di Indonesia adalah persampahan. Sampah dapat diartikan sebagai konsekuensi adanya aktivitas kehidupan manusia. Kegiatan pengurangan sampah bertujuan agar seluruh lapisan masyarakat, baik pemerintah, dunia usaha, maupun masyarakat luas ; Reduce, Reuse, dan Recycle (3R) melalui upaya-upaya cerdas efisien dan terprogram. Kegiatan pengabdian ini berfokus pada penanggulangan sampah botol plastik yang ingin di daur ulang. Namun, kami juga membuat bank sampah untuk sampah organik dan non organik agar nantinya lebih mudah dibakar ataupun di daur ulang.
Co-Authors Aldi Dermawan Aminuyati Ananda Marcelino Annisa Ulfa Annoza Ropiansyah Arif Budiman Armen Salim Aulia Putri Bagas Tri Ramadana Bayu Anugerah Putra Cindy Syaficha Hardiana Desi Sommaliagustina Elma Novfuja Evans Fuad Fadly Gunawan Farida Try Puspa Siregar Febby Apri Wenando Fitri Handayani Hadhrami Ab Ghani Hafid, Afdhil Hari Sepdian Harun Mukhtar Harun Mukhtar Hayami, Regiolina Heru Oktavian Dani Jahro Taurin Januar Al Amien Jhidan Daelvin Hendra Lilian Rahma Dayani Miftakhul Jannah Muhammad Taufik Nurul Izrin Md Saleh Okta Tri Antoni Rahma Tiara Putri Rahmaddeni Rahmaddeni Refni Wahyuni Reny Medikawati T Riski Hakiki Rizki Anwar Rusdi Rusdi Salma Soni Ulya Triana Dahar Yandi Arviero L Tobing Yoze Rizki Yuda Prayoga