Using Explainable AI for Neural Network-Based Network Attack Detection

被引：0

作者：

Zou, Qingtian ^{[1
]}

Zhang, Lan ^{[2
]}

Sun, Xiaoyan ^{[3
]}

Singhal, Anoop ^{[4
]}

Liu, Peng ^{[5
,6
]}

机构：

[1] Penn State Univ, State Coll, PA 16803 USA

[2] No Arizona Univ, Flagstaff, AZ 86011 USA

[3] Worcester Polytech Inst, Dept Comp Sci, Worcester, MA 01609 USA

[4] NIST, Comp Secur Div, Gaithersburg, MD 20899 USA

[5] Penn State Univ, CyberSecur, State Coll, PA 16803 USA

[6] Penn State Univ, Cyber Secur Lab, State Coll, PA 16803 USA

来源：

COMPUTER | 2024年 / 57卷 / 05期

关键词：

Compendex;

D O I：

10.1109/MC.2023.3342602

中图分类号：

TP3 [计算技术、计算机技术];

学科分类号：

0812 ;

摘要：

Neural network (NN)-based network intrusion detection systems (NIDSs) are becoming popular these days due to their notable advantages. This article reviews the current application of explainable artificial intelligence techniques and tools for explaining the behavior of the NIDS.

引用

页码：78 / 85

页数：8

共 50 条

[41] Practical evasion attack against neural network-based macro-malware detection method
Mimura, Mamoru
Kurashina, Kazuyuki
CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2025, 28 (02):
[42] Explainable Neural Network-based Modulation Classification via Concept Bottleneck Models
Wong, Lauren J.
McPherson, Sean
2021 IEEE 11TH ANNUAL COMPUTING AND COMMUNICATION WORKSHOP AND CONFERENCE (CCWC), 2021, : 191 - 196
[43] DDoS Attack Detection Using Fuzzy Neural Network
Slepovichev, I. I.
Irmatov, P., V
Komarova, M. S.
Bezhin, A. A.
IZVESTIYA SARATOVSKOGO UNIVERSITETA NOVAYA SERIYA-MATEMATIKA MEKHANIKA INFORMATIKA, 2009, 9 (03): : 84 - 89
[44] Identifying Insecure Network Configurations Through Attack Modeling and Explainable AI
Thomas, Blessy
Thampi, Sabu M.
Mukherjee, Preetam
INFORMATION SYSTEMS SECURITY, ICISS 2024, 2025, 15416 : 201 - 212
[45] Stereo- and Neural Network-Based Pedestrian Detection
Zhao, Liang
Thorpe, Charles E.
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2000, 1 (03) : 148 - 154
[46] Neural network-based propeller damage detection for multirotors
Pose, Claudio
Giribet, Juan
Torre, Gabriel
Marzik, Guillermo
2023 INTERNATIONAL CONFERENCE ON UNMANNED AIRCRAFT SYSTEMS, ICUAS, 2023, : 17 - 23
[47] Rotation invariant neural network-based face detection
Rowley, HA
Baluja, S
Kanade, T
1998 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, PROCEEDINGS, 1998, : 38 - 44
[48] Method of evolutionary neural network-based intrusion detection
Wang, Li-Na
Dong, Xiao-Mei
Yu, Ge
Wang, Dong
Dongbei Daxue Xuebao/Journal of Northeastern University, 2002, 23 (02): : 107 - 110
[49] Neural network-based detection of virtual environment anomalies
Nantes, Alfredo
Brown, Ross
Maire, Frederic
NEURAL COMPUTING & APPLICATIONS, 2013, 23 (06): : 1711 - 1728
[50] Method of evolutionary neural network-based intrusion detection
Wang, L
Yu, G
Wang, GR
Wang, D
2001 INTERNATIONAL CONFERENCES ON INFO-TECH AND INFO-NET PROCEEDINGS, CONFERENCE A-G: INFO-TECH & INFO-NET: A KEY TO BETTER LIFE, 2001, : E13 - E18

← 1 2 3 4 5 →