TY - GEN
T1 - AI Enhanced Automatic Response System for Resisting Network Threats
AU - Xia, Song
AU - Qiu, Meikang
AU - Liu, Meiqin
AU - Zhong, Ming
AU - Zhao, Hui
N1 - Publisher Copyright:
© 2019, Springer Nature Switzerland AG.
PY - 2019
Y1 - 2019
N2 - Network threats are malicious attacks that endanger network security. With terabits of information stored in the network and much of this information being confidential, cyber security turns to be very important. Most network protection mechanisms are based on firewall and Intrusion Detection System (IDS). However, with the diversification of cyber-attacks, traditional defense mechanisms cannot fully guarantee the security of the network. In this paper, we propose an automatic network threat response system based on machine learning and deep learning. It comprises three sub-modules: threat detection module, threat identification module and threat mitigation module. The experimental results show that the proposed system can handle 22 types of network threats in the KDD99 dataset and the rate of successful response is over 97%, which is much better than the traditional ways.
AB - Network threats are malicious attacks that endanger network security. With terabits of information stored in the network and much of this information being confidential, cyber security turns to be very important. Most network protection mechanisms are based on firewall and Intrusion Detection System (IDS). However, with the diversification of cyber-attacks, traditional defense mechanisms cannot fully guarantee the security of the network. In this paper, we propose an automatic network threat response system based on machine learning and deep learning. It comprises three sub-modules: threat detection module, threat identification module and threat mitigation module. The experimental results show that the proposed system can handle 22 types of network threats in the KDD99 dataset and the rate of successful response is over 97%, which is much better than the traditional ways.
KW - Artificial intelligence
KW - Automatic response system
KW - Cyber security
KW - Threat detection
KW - Threat identification
KW - Threat mitigation
UR - https://www.scopus.com/pages/publications/85076191816
U2 - 10.1007/978-3-030-34139-8_22
DO - 10.1007/978-3-030-34139-8_22
M3 - 会议稿件
AN - SCOPUS:85076191816
SN - 9783030341381
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 221
EP - 230
BT - Smart Computing and Communication - 4th International Conference, SmartCom 2019, Proceedings
A2 - Qiu, Meikang
PB - Springer
T2 - 4th International Conference on Smart Computing and Communications, SmartCom 2019
Y2 - 11 October 2019 through 13 October 2019
ER -