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Yudi Kurniawan
Program Magister Psikologi Profesi Fakultas Psikologi dan Ilmu Sosial Budaya
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Journal : International Journal of Artificial Intelligence Research

 1 
Vulnerability Detection With K-Nearest Neighbor and Naïve Bayes Method using Machine Learning Herman, Herman; Riadi, Imam; Kurniawan, Yudi
International Journal of Artificial Intelligence Research Vol 7, No 1 (2023): June 2023
Publisher : Universitas Dharma Wacana

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29099/ijair.v7i1.795

Abstract

In this day and age, the use of the Internet has increased. SQL injection is a serious security threat on the Internet for various dynamic websites. As the use of the Internet for various online services increases, so make the security threats that exist on the Web. SQL injection attacks are one of the most serious security vulnerabilities on the Web. Most of these vulnerabilities are caused by a lack of input validation and the use of SQL parameters. SQLMap is an application from the Kali Linux operating system that is useful for injecting data on a website by using the features available in this application. In this paper, author conducts a security assessment to detect attacks on a website, more precisely to detect SQL Injection attacks, using the K-Nearest Neighbor method and naïve bayes. The results obtained are that the website being tested has SQL Injection vulnerabilities, and the K-Nearest Neighbor method is the best method for this case because it has an accuracy of 94.2%. In comparison, the Naïve Bayes method has an accuracy of 80%.
Co-Authors AA Sudharmawan, AA Achmad Udin Zailani Adiprana Yogatama Afrinda, Elga Via Agung Santoso Pribadi Alviansyah, David Amalia, Iis Amelia, Cristine Roselvia Tri Amsal, Andi Yasir Andi Kurniawan Andriono, Eko Ardhiansyah, Maulana Arwin Arwin Arwin Azmanajaya, Emil Connie, Connie Dwimas, Herdian Entin Daningsih Erlangga, Erwin Febriani, Prita Fuad Nashori Giarto, Rahmat Bangun Gusti Yuli Asih Hadi Hermansyah, Hadi Haratua Tiur Maria Silitonga Hardani Widhiastuti Heni Pujiastuti Herman Ida Bagus Dharmawan, Ida Bagus Ihyaul Ulum Ilmiyati, Nur Imam Riadi Irawan, Markus Nanang Karolina, Venny Kenedi, Akmal Afif Kinanti, Ceysha Berliana Kurnianto, Wirayoga Abdillah Kusumasari, Fitri Laili Fitri Yeni Listya Putri, Cinta Metatarsal Maladona, Adi Martha Kurnia Asih Milaningrum, Eelizabeth Mohamad Amin Mualiyah, Siti Muhammad Syaukani Muhtaj, Mughnil Muhyi, Abdul Mulyanto (SCOPUS ID 57190940497), Subur Murtiyani, Tri Muryadi Muryadi, Muryadi Mutawally, Dzaky Nailah, Faiqatun Nassim, Shahala Nirwana, Nirwana Noviza, N. Nur Yanti, Nur NURJAYA NURJAYA, NURJAYA Nurul Huda Paundara, Fajar Paundra, Fajar Pratiwi, Feti Pratiwi, M.M. Shinta Pujiyuliyanto, Eko Pundani Eki Pratiwi Putri Ariyani, Safira Rahmawati, Patria Rakhmasari, Vriska Putri Randis Randis Retno Ristiasih Utami, Retno Ristiasih Riski Muliyani, Riski Rojikin, Setiyo Rusmalia Dewi, Rusmalia Salahudin Salahudin Salsabila, Nadhira Fasya Sandra, Desvika Annisa Sandra, Desvika Annisa Sholihah, Alviatus Sofia Sofia, Sofia Subur Mulyanto, Subur Sugiarti, Rini Susilo, Markus Nanang Irawan Budi Tatas Transinata Titik Nurhayati Wahyudi Wahyudi Zulfati Yusrina, Yasmin