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All Journal IAES International Journal of Artificial Intelligence (IJ-AI) Seminar Nasional Aplikasi Teknologi Informasi (SNATI) Jurnal Ilmiah Merpati (Menara Penelitian Akademika Teknologi Informasi) Jurnal Pendidikan Teknologi dan Kejuruan Jurnal Sains dan Teknologi Jurnal Edukasi dan Penelitian Informatika (JEPIN) Jurnal Sistem dan Informatika Jurnas Nasional Teknologi dan Sistem Informasi Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Indonesian Journal of Artificial Intelligence and Data Mining SINTECH (Science and Information Technology) Journal International Journal of Natural Science and Engineering Jurnal Nasional Pendidikan Teknik Informatika (JANAPATI) JURNAL ILMU KOMPUTER INDONESIA JTIM : Jurnal Teknologi Informasi dan Multimedia Jurnal Sistem Komputer & Kecerdasan Buatan Jurnal Pendidikan Teknik Mesin Undiksha Jurnal Teknik Informatika (JUTIF) Brilliance: Research of Artificial Intelligence Paradigma Malcom: Indonesian Journal of Machine Learning and Computer Science Journal of Artificial Intelligence and Digital Business Journal Of Artificial Intelligence And Software Engineering
Kadek Yota Ernanda Aryanto
Universitas Pendidikan Ganesha
Automotive Engineering Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Industrial & Manufacturing Engineering Mathematics Mechanical Engineering Other

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Journal : Jurnal Teknik Informatika (JUTIF)

 1 
SURICATA ACCURACY OPTIMIZATION BASED ON LIVE ANALYSIS USING ONE-CLASS SUPPORT VECTOR MACHINE METHOD AND STREAMLIT FRAMEWORK Agus Ariwanta, I Putu Yesha; Ernanda Aryanto, Kadek Yota; Gunadi, I Gede Aris
Jurnal Teknik Informatika (Jutif) Vol. 5 No. 2 (2024): JUTIF Volume 5, Number 2, April 2024
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2024.5.2.1822

Abstract

Based on data from the Checkpoint website, there are more than 10 million cyber-attacks in a single day, and the top sequence of this cyber-attack is evident in educational institutions. The IT unit of Kartini Bali Health Polytechnic has not yet conducted testing for accuracy and speed to detect suspicious activities on the computer network. The implementation of network security systems that have not undergone testing will undoubtedly have a negative impact on system providers and users. The application of Live Analysis based on a website and the One-Class Support Vector Machine (SVM) is used to optimize the capabilities of the Suricata in detecting suspicious activities on computer networks and providing visual and real-time reports. This research utilizes the Suricata for optimizing the computer network security system, with the researcher using the Streamlit Framework for Live Analysis based on a website and the One-Class Support Vector Machine (SVM) for classifying log data and visual reporting. For testing the computer network security system, tools such as Nmap, Loic, and Brutus are used. The results of the research using the One-Class Support Vector Machine (SVM) in detecting three types of attacks Port Scanning, DDOS Attack, and Brute Force Attack, show an accuracy value of 96%, precision of 95%, recall of 96%, and F1-Score of 95%. In the performance and load testing of the live analysis system using the Streamlit framework, the results show that the developed system is responsive, with CPU usage at 38%, memory usage at 62.3%, and an average system load time of 5 milliseconds.
Co-Authors ., I Wayan Adi Sumertama A. A. Gede Yudhi Paramartha Agus Ariwanta, I Putu Yesha Agus Seputra I Ketut Aryani, Luh Nitra Budiana, I Wayan Dewa Gede Hendra Divayana, Dewa Gede Hendra Gede Aditra Pradnyana Gede Indrawan Gede Rasben Dantes Gede Surya Mahendra Gede Suweken GUSTI NGURAH MADE AGUS WIBAWANTARA . I Gede Aris Gunadi I Gede Mahendra Darmawiguna I Gede Nyoman Agung Jayarana I Gusti Agung Ayu Sekarini I Gusti Made Wahyu Krisna Widiantara I Ketut Eddy.P I Made Agus Widiana Putra I Made Candiasa I Made Edy Listartha I Made Gede Sunarya I Nyoman Sukajaya I Putu Eka Sutariawan I PUTU EKA SUTARIAWAN . I WAYAN GEDE SABDANA, S.KOM . Ida Bagus Prayoga Bhiantara Indriyani, Ni Luh Putu Ratih Indriyani, Ni Luh Putu Ratih Jaya, I Nyoman Surya Kadek Rihendra Dantes Kafabi, Moh Iqbal Luh Joni Erawati Dewi Luh Nitra Aryani Luh Putu Wiwien Widhyastuti M.Cs S.Kom I Made Agus Wirawan . Made Ari Sucahyana Made Windu Antara Kesiman Ni Ketut Pradani Gayatri Sarja Ni Made Rai Masita Dewi Ni Nyoman Mestri Agustini Ony Andewi, Putu Purba, Gabriel Nathanael Pusparani, Diah Ayu Putu Alan Arismandika Putu Gede Surya Cipta Nugraha Sanjaya, Kadek Oki Sanjaya, Kadek Oki Sari, Ni Ketut Ayu Purnama Siti Saibah Pua Luka Siti Saibah Pua Luka Sukajaya, I N. Sumertama, I Wayan Adi Suryaningsih, Gusti Ketut Suryaningsih, Gusti Ketut Taufik Akbar Taufik Akbar Trywanto Rina Wiani, Ni Wayan Yulya Widhiyanti Metra Putri, Dewi Arum Widhiyanti, Anak Agung Sandatya Widiantara, I Gusti Made Wahyu Krisna Yudistira, Bagus Gede Krishna