An efficient reinforcement learning-based Botnet detection approach
نویسندگان
چکیده
منابع مشابه
Machine Learning Approach for Botnet Detection
BotNet is a type of malware that has posed serious threats to Internet community and has been a common weapon for committing cybercrimes such as spam generation, stealing sensitive information, click fraud and DDOS attacks. In this document, we propose an approach for BotNet detection at large scale where network traffic is monitored at a central core in the Internet (say a Tier-1 ISP) so that ...
متن کاملMulti-agent Based Approach of Botnet Detection
A new approach for the botnet detection based on multi-agent system is proposed. The structure and main principles of antiviral agents’ functioning within multi-agent system is developed. The principles of communication between the agent’s units before and after attack on the computer system were developed. Software for realisation of antivirus multi-agent system on proposed techniques was deve...
متن کاملAn Algorithm for Anomaly-based Botnet Detection
We present an anomaly-based algorithm for detecting IRC-based botnet meshes. The algorithm combines an IRC mesh detection component with a TCP scan detection heuristic called the TCP work weight. The IRC component produces two tuples, one for determining the IRC mesh based on IP channel names, and a sub-tuple which collects statistics (including the TCP work weight) on individual IRC hosts in c...
متن کاملAn Efficient Scalable System for Peer-To-Peer Botnet Detection
Peer-to-Peer botnets are legally taken by botmasters for the quick recovery against taking down efforts of the system. But it’s a harder one for the botmasters, because modern botnets are hidden and performing malicious activities it makes the process inefficient. Additionally because of sudden growth of the network traffic there was an ability to enlarge the malicious activities of the system....
متن کاملMBotCS: A Mobile Botnet Detection System Based on Machine Learning
As the use of mobile devices spreads dramatically, hackers have started making use of mobile botnets to steal user information or perform other malicious attacks. To address this problem, in this paper we propose a mobile botnet detection system, called MBotCS. MBotCS can detect mobile device traffic indicative of the presence of a mobile botnet based on prior training using machine learning te...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Journal of Network and Computer Applications
سال: 2020
ISSN: 1084-8045
DOI: 10.1016/j.jnca.2019.102479