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Eko Budi Cahyono
Universitas Muhammadiyah Malang
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Journal : JURTEKSI

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KORELASI TIME TO LIVE TERHADAP QUERY TIDAK NORMAL PADA DNS MENGGUNAKAN BINARY LOGISTIC REGRESSION Aminudin Aminudin; Eko Budi Cahyono
JURTEKSI (Jurnal Teknologi dan Sistem Informasi) Vol 7, No 2 (2021): April 2021
Publisher : STMIK Royal

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33330/jurteksi.v7i2.924

Abstract

Abstract: DNS plays a vital role in the operation of services on the internet. Almost all services on the internet are under DNS control, such as email, FTP, web apps, etc. So, it is not surprising that various malicious activities involve DNS services such as financial fraud, phishing, malware, and malicious activity, etc. Fortunately, in DNS there is a record with the name time to live which can be used to detect a query or the address accessed from the user is a normal query or an abnormal query. Therefore, the purpose of this study is to determine the correlation value between time to live and abnormal queries on passive DNS data using the Binary Logistic Regression model. The results showed that the Binary Logistic Regression method could model the correlation between TTL, elapsed, and bytes which have an optimal model F1 Score of 0.9997 and also have a condition close to the ideal state by using the Precision-Recall Curve (PRC) graph plot.            Keywords: Binary Logistic Regression; DNS Passive; Precision-Recall Curve (PRC); Query Abnormal  Abstrak: DNS memegang peranan yang vital di dalam berjalanya service di internet. Hampir seluruh layanan di internet berada di bawah kendali DNS seperti email, ftp, app web dll. Jadi, tidak mengherankan bahwa berbagai kegiatan jahat melibatkan layanan DNS seperti financial fraud, phising, malware dan aktivitas malicious dll. Untungnya, di dalam DNS tersimpan sebuah record dengan nama time to live yang dapat digunakan untuk mendeteksi sebuah query atau alamat yang diakses dari user tersebut bersifat query normal atau query tidak normal. Oleh karena itu, tujuan penelitian ini adalah untuk mengetahui nilai korelasi antara time to live dengan query tidak normal pada data passive DNS dengan menggunakan model Binary Logistic Regression. Hasil penelitian menunjukkan bahwa metode Binary Logistic Regression dapat memodelkan korelasi antara TTL, elapsed dan bytes yang memiliki model optimal F1 Score sebesar 0.9997 dan juga memiliki kondisi hampir mendekati keadaan ideal dengan menggunakan plot grafik Precision Recall Curve (PRC). Kata kunci: Binary Logistic Regression; DNS Passive; Precision-Recall Curve (PRC); Query Abnormal 
Co-Authors Adryan Nur, Fathur Agus Eko Minarno Ahmad Shobrun Jamil Akbar, Muhammad Sulthoni Alamsyah, Fakhruddin Albab, Barid Alfian Yuniarto Ali Sofyan Kholimi Aliffa Putra, Muhammad Arvanda Fildza Ambariyono, Nabil Ihza Aminudin Aminudin Aminudin Aminudin Aminudin, Aminudin Amruzi Nugrahardiawan Andi Muh Fais Farid Apriliandra, Alif Rizqi Arfida Br Aulyah, Khairunnisa Azizah, Eka Adelia Azzahra, Kiara Azziqra, Muhammad Zihad Bayu Mavindo Burhanuddin Burhanuddin Chandranegara, Didih Rizki Danang Agung Permadi Didit Aditya Djamarullah, Ahmad Raihan Efda, Mohamad Rehza Elfi Anis Saati Evi Dwi Wahyuni Fajar, Rayhan Putra Fakhrul Islami Farhan, Zulvan Fauzan Ishlakhuddin Fendy Saputro Ferdiansyah, Danny Firmansyah, Tino Gita Indah Marthasari Hamdani, Thurzi Retra Handayanto, Irham Soetomo Hardianto Wibowo Hariyady Hariyady Haryamadha, Rama Hidayatullah, Nailul Faiz Hidayaturrahman, Hidayaturrahman Hutri Agustino Ianatut Thoifah Karim, Izuddin Khoirina, Eva Tiara Lailatul Husniah Laksana Bhakti, Rysa Lathifah, Fildzah Luqman Hakim Luqman Hakim M. Artabah Muchlisin Mahendra, Rizky Ade Maskur . Maskur . Maulana, Mohammad Akamal Mavindo, Bayu Moch Ilham Ramadhani Mubarok, Muhammad Syifa Muhammad Abdurachman Ibrahim Muhammad Gufron Nora Idiawati Nugraha, Aditya Candra Nur Aulia, Adiva Nur Hayatin Nurwisnu Warasih Al-Kahfie Nuryasin, Ilyas Oman Sukmana Pendi, Wendi Prasetya, Bagus Rahmah, Alisyah Dwi Ramadhan, Elang Safamoza Ramadhani, Moch Ilham Ramdhani, Muhammad Rizki Raychan Zen, Helmi Rafli Ridwan, Mohammad Afandi Rizky Ade Mahendra Rizky, Wahyu Rizqi Nidzar Achmadi Romadhana, Muhammad Restu Adjie Ruli Inayah R Rusydi, Muhammad Hanif Saiful Amien Santiyas, Handika Rama Saputra, Roy Inzaqhi Saputro, Fendy Satria, Muhammad Rafid Mursyaday Putra Setio Wiyono, Briansyah Sigit Arso Wibisono Soleh Basuki Rahmat Syadqamullah, Dikky Syuyukh, Fakhrusy Thoat Stiawan Tino Firmansyah Tsani, Mutiara Vindo Widi Tiarno Vinna Utami Putri Wahyu Wahono Wicaksono, Galih Wasis Wildan Suharso Wiyono, Briansyah Setio Yan Rizal, Yan Yufis Azhar Zakaria, Irfan Zata Dini Astuti