TY - UNPB
T1 - Machine Leaning DNS data analysis for Automated MaliciousDomain Classification
AU - Ridley, Aaron
AU - Abbas, Robert
AU - Ponnurangam, Ponnappan
PY - 2019/2/20
Y1 - 2019/2/20
N2 - Due to the exponential growth of Internet of Things (IoT) devices in recent years, combined with the often under-securing of such devices, the rise of botnets targeting these devices for recruitment has significantly increased. Once compromised, a part of these botnets can be used to orchestrate devastating distributed denial of service (DDoS) attacks. Unfortunately, imposing standards on such devices is a challenging task because the manufacturing process is cheap and rapid mass. Therefore, another solution to the increasing threat of DDoS attacks must be formed. This paper details a responsive machine learning based solution to detect outgoing malicious traffic such as various DDoS attacks, as well as providing a proof of concept and an interesting sneak peak into the emerging world of software defined security solutions.Keywords:
AB - Due to the exponential growth of Internet of Things (IoT) devices in recent years, combined with the often under-securing of such devices, the rise of botnets targeting these devices for recruitment has significantly increased. Once compromised, a part of these botnets can be used to orchestrate devastating distributed denial of service (DDoS) attacks. Unfortunately, imposing standards on such devices is a challenging task because the manufacturing process is cheap and rapid mass. Therefore, another solution to the increasing threat of DDoS attacks must be formed. This paper details a responsive machine learning based solution to detect outgoing malicious traffic such as various DDoS attacks, as well as providing a proof of concept and an interesting sneak peak into the emerging world of software defined security solutions.Keywords:
KW - IoT security
KW - DDoS mitigation
KW - machine learning
M3 - Working paper
BT - Machine Leaning DNS data analysis for Automated MaliciousDomain Classification
ER -