.png){kind=icon}
返回
Weighted transformer neural network for web attack detection using request URL
.png){kind=icon}
PRE
AI
DOI：10.1007/s11042-023-17356-9.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
Web application firewalls (WAFs) and other Intrusion Detection Systems (IDS) techniques are employed to defend the network against web attacks. Even so, attacks may succeed since most WAFs demand extensive configuration expertise that depends on filters. Despite notable successes, deep information has been utilized in varied applications. Still, it's crucial to have a reliable method for detecting the attack due to the attacker's various ways of concealment of the URLs. Several methods were introduced for detecting the attacks in web applications; still, the accuracy of detection and the computation burden are challenging aspects. Hence, a web attack detection mechanism is introduced in this research using the deep learning framework using the URL request. The proposed method utilizes a three-fold attack detection strategy to detect the attack with minimal computation complexity. Initially, the profile is checked to determine the genuinity of a user, and then, the bot scanners are identified using the generalized adversarial network (GAN). Finally, the attack detection is employed using the transformer neural network, wherein the adjustable parameters are modified using the weighted mean of vectors (INFO) optimization technique. The performance of a proposed method is evaluated based on various assessment measures like Accuracy, Precision, Recall, F-Measure, TPR, FPR, FNR and TNR and acquired the values of 99.97%, 99.96%, 99.97%, 99.97%, 99.97%, 0.03%, 0.03%, and 99.97% respectively.
Keyword:
Optimization
Neural network
Intrusion detection
Web attacks
Cookie analysis
Uniform Resource Locator addresses
Generalized adversarial neural network
期刊
IF:
3
论文数:
2.0W
被引数:
3.2W
机构
暂无机构信息
引用论文
Cadmium - ferrite-based magnetic fluid: Birefringence and transmission electron microscopy investigation镉-铁氧体基磁性流体：双折射和透射电子显微镜研究
PREAI
分享收藏INFO: An efficient optimization algorithm based on weighted mean of vectorsINFO: 一种基于向量加权均值的高效优化算法
PREAI
分享收藏
A novel architecture for web-based attack detection using convolutional neural network.png)
COMPUTERS & SECURITY
COMPUTERS & SECURITYIF5.4
PREAI
分享收藏Modeling and control of Cyber-Physical Systems subject to cyber attacks: A survey of recent advances and challenges遭受网络攻击的网络物理系统的建模和控制: 最新进展和挑战的调查NEUROCOMPUTING
NEUROCOMPUTINGIF6.5
PREAI
分享收藏
查看更多内容