Reinforcement Learning Applications in Cyber Security: A Review
Yazarlar (2)
Arş. Gör. Emine CENGİZ
Yalova Üniversitesi, Türkiye
Prof. Dr. Murat GÖK
Yalova Üniversitesi, Türkiye
| Makale Türü |
Diğer (Teknik, not, yorum, vaka takdimi, editöre mektup, özet, kitap krıtiği,
araştırma notu, bilirkişi raporu ve benzeri)
|
| Makale Alt Türü | Diğer hakemli uluslararası dergilerde yayınlanan teknik not, editöre mektup, tartışma, vaka takdimi ve özet türünden makale |
| Dergi Adı | Sakarya Üniversitesi Fen Bilimleri Enstitüsü Dergisi |
| Dergi ISSN | 1301-4048 Scopus Dergi |
| Dergi Tarandığı Indeksler | TR DİZİN |
| Makale Dili | İngilizce |
| Basım Tarihi | 04-2023 |
| Cilt No | 27 |
| Sayı | 2 |
| Sayfalar | 481 / 503 |
| DOI Numarası | 10.16984/saufenbilder.1237742 |
| Makale Linki | http://dx.doi.org/10.16984/saufenbilder.1237742 |
| Özet |
| In the modern age we live in, the internet has become an essential part of our daily life. A significant portion of our personal data is stored online and organizations run their business online. In addition, with the development of the internet, many devices such as autonomous systems, investment portfolio tools and entertainment tools in our homes and workplaces have become or are becoming intelligent. In parallel with this development, cyberattacks aimed at damaging smart systems are increasing day by day. As cyberattack methods become more sophisticated, the damage done by attackers is increasing exponentially. Traditional computer algorithms may be insufficient against these attacks in the virtual world. Therefore, artificial intelligence-based methods are needed. Reinforcement Learning (RL), a machine learning method, is used in the field of cyber security. Although RL for cyber security is a new topic in the literature, studies are carried out to predict, prevent and stop attacks. In this study; we reviewed the literature on RL's penetration testing, intrusion detection systems (IDS) and cyberattacks in cyber security. |
| Anahtar Kelimeler |
| reinforcement learning | Cyber security | penetration testing | IDS | cyberattack. |
BM Sürdürülebilir Kalkınma Amaçları
| Atıf Sayıları | |
| TRDizin | 1 |