Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Jurnal Pekommas

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 Adriana Hiariej, Adriana Al Husaini, Muhammad Arief Al Husaini, Muhd Arief Alfina Hidayah Amil Ahmad Ilham Amirin, Amirin Andita Nurul Kurniawati Putri Anggraini, Pitria Annisa Putri Arifuddin Arifuddin Astri nadira, Nur Astuti, Lidya Aziza Fitriah, Aziza Butsiarah Darwis Said, Darwis Dewi, Alya Puspita Dian Safitri Enny Hardi Firman Aziz Hendera, Hendera Husaini, Muhd. Arief Al Imkari, Sarty Irsyadunas, Irsyadunas Istiqamah, Nurul Jamilah Jamilah Jeffry Jeffry Kamarullah, Reza Kuswoyo, Indra Laili Dwi Annisa Mardiah, Faijah Marlina Marlina 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 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 Ola Rivai, Andi Tenri 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 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 Thomson Mary, Thomson Tri Yunarni, Baiq Reinalda Wahyu Hidayat Wungo, Supriyadi La Yani, Andi Muhammad Zulkarnaim, Zulkarnaim