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All Journal Biosfer: Jurnal Tadris Biologi Jurnal Pekommas Jurnal Politik Profetik Jurnal Bioedukasi Al-Jabar : Jurnal Pendidikan Matematika JOIV : International Journal on Informatics Visualization JURNAL ILMIAH INFORMATIKA JTAM (Jurnal Teori dan Aplikasi Matematika) Biosel: Biologi Science and Education PengabdianMu: Jurnal Ilmiah Pengabdian kepada Masyarakat Jurnal Teknologi Terpadu Jurnal Ilmiah Akuntansi dan Finansial Indonesia Journal of Governance and Local Politics (JGLP) Jurnal Performa : Jurnal Manajemen dan Start-up Bisnis Journal of System and Computer Engineering Indonesian Journal of Intellectual Publication (IJI Publication) Golden Ratio of Community Services and Dedication Journal of Community Engagement Research for Sustainability East Asian Journal of Multidisciplinary Research (EAJMR) JURTEII: Jurnal Teknologi Informasi Jurnal Pengabdian Pelitabangsa Indonesian Journal of Advanced Social Works (DARMA) JOINTECOMS (Journal of Information Technology and Computer Science) Economics, Business, Accounting & Society Review Journal of Applied Accounting Journal Pharmacy and Application of Computer Sciences PEDAGOGIC: Indonesian Journal of Science Education and Technology Jurnal Informatika Polinema (JIP) BATOBO: Jurnal Pengabdian Kepada Masyarakat Advances in Computer System Innovation Journal (ACSI Journal) Ihsanniat: Jurnal Pengabdian Kepada Masyarakat Journal of Architecture, Landscape & Urban Design Indonesian Journal of Intellectual Publication (IJI Publication)
Rijal, Muhammad
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Religion Agriculture, Biological Sciences & Forestry Arts Humanities Biochemistry, Genetics & Molecular Biology Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Immunology & microbiology Industrial & Manufacturing Engineering 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 : Jurnal Pekommas

 1 
Evaluasi Algoritma Klasifikasi dengan Berbagai Metode Seleksi Fitur untuk Mendeteksi Aktivitas Trojan Rijal, Muhammad; Ilham, Amil Ahmad; Paundu, Ady Wahyudi
Jurnal Pekommas Vol 7 No 2 (2022): December 2022
Publisher : Sekolah Tinggi Multi Media “MMTC” Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56873/jpkm.v7i2.4842

Abstract

- Viruses are malicious programs that can be harmful. One of the most dangerous viruses is the trojan virus, where the trojan virus hides on the user's device without being aware of its existence. Trojan viruses can be very difficult to spot because they hide on network devices and disguise themselves as part of the device. However, when a network device is infected by a trojan virus attack, the activities that occur on the network will be different from usual activities. In network activity, there are various parameters that cause classification to take longer to predict. In this study, various comparisons of feature reduction algorithms between Coefficient Correlation, Information Gain, PCA, and LDA were carried out and tested the combination of classification model algorithms (Random Forest, Decision Tree, KNN, Naïve Bayes, AdaBoost) to detect the best trojan activity on the internet network. faster to increase security against trojan viruses. The results of the study show that the classification with maximum accuracy with the best time is obtained by a combination of Coefficient Correlation, Information Gain, and PCA using the Decision Tree classification, using a combination of feature selection and classification methods obtained 99% accuracy and prediction time of 0.0033 seconds.
Co-Authors Abasa, Sustrin Abdillah Abdillah Abdul Rahman Abdus Salam, Abdus Adriana Hiariej, Adriana Al Husaini, Muhammad Arief Al Husaini, Muhd Arief Alfina Hidayah Amil Ahmad Ilham Amirin, Amirin Andi Tenri Ola Rivai Andita Nurul Kurniawati Putri Anggraini, Pitria Annisa Putri Arifuddin Arifuddin Astri nadira, Nur Astuti, Lidya Aziza Fitriah, Aziza Butsiarah Darwis Said, Darwis Delilah, Eva Dewi, Alya Puspita Dian Safitri Enny Hardi Fauzan Ishlakhuddin Firman Aziz Handrianus Pranatawijaya, Viktor Hendera, Hendera Husaini, Muhd. Arief Al Imkari, Sarty Irsyadunas, Irsyadunas Istiqamah, Nurul Jadiaman Parhusip, Jadiaman Jamaluddin, Hamdana Jamilah Jamilah Jeffry Jeffry Kamarullah, Reza Kuswoyo, Indra Laili Dwi Annisa Manganni, Hikmah Mardiah, Faijah Marlina Marlina Maryadi, M. Mashuri Mashuri Masi, Yusman Masnur Masnur Mastuti, Ajeng Gelora Maulida, Sri Mediaty Mira Dharma Susilawaty Morian Saspriatnadi Mughaffir Yunus Muhajir Abd Rahman Muhammad Yunus Muhibuddin Muhibuddin, Muhibuddin Mulyani, Esti Mulyawati, Nina Yuliana Mutmainnah, Heni Mutmainnah, Heny Nadilla, Dhea Nani Nurani Muksin Natsir, Nur Alim Ningsih, Rahmi Dwi Nurmuzayyana, Nurmuzayyana Nurrul Helen Nurul Fathanah Mustamin Nurul Istiqamah Oriana Paramita Dewi Pary, Cornelia Paundu, Ady Wahyudi Putri Ayu Lestari Rahmat Hidayatullah Ratna Amanati Ratna Ayu Damayanti Reja Fahlevi Ridwan, La Rifqi Novriyandana Rifyal, Rifyal Rinaldi Rinaldi Rizal Fauzi Ronaldo, Deddy Rosmawati Rosmawati Rosmiani, Ni Nengah Safrida Safrida Sahputri, Masri Yanti Sahubauwa, Laila Samputri, Salma Sehuwaky, Nurlaila Sulastri Sulastri Sunarmin, Wa Ode Suryani, R. Lisa Susanti, Marisa Syahrul Usman Syamsurijal Syamsurijal, Syamsurijal Syarif, Asrul Bin Tanniewa, Adam M Tenriana, Nuzul Thomson Mary, Thomson Tri Yunarni, Baiq Reinalda Wahyu Hidayat Wungo, Supriyadi La Yani, Andi Muhammad Yaqutina Marjani Santosa Yusran, Musdhalifah Zulkarnaim