在各种数据集上使用自动编码器的网络异常检测:综合综述

Richa Singh, Nidhi Srivastava, Ashwani Kumar
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引用次数: 0

摘要

摘要:目前科学界非常关注信息通信技术的安全问题,因为任何攻击或网络异常都会对国家安全、私人数据存储、社会福利、经济问题等多个领域产生显著的碰撞。因此,随着时间的推移,针对这一目标开发了许多策略和方法,使异常检测领域成为一个大型研究课题。本研究的主要关注点是回顾与异常检测相关的最关键因素,包括背景分析的概述以及该领域最重要的方法、程序和系统的核心研究。为了使本调查的结构更容易理解,异常检测领域与五个维度一起进行了检查:网络流量中的检测方法,论文的目标,使用的各种数据集,准确性和开放的问题/差距。调查后确定的差距可以扩展为未来的范围可能对研究人员有所帮助。
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Network Anomaly Detection Using Autoencoder on Various Datasets: A omprehensive Review
Abstract: The scientific community is currently very concerned about information and communication technology security because any assault or network anomaly can have a remarkable collision on a number of areas, including national security, the storage of private data, social welfare, economic concerns, and more. As a result, many strategies and approaches for this goal have been developed over time, making the anomaly detection domain a large research subject. The primary concern of this study is to review the most crucial elements relating to anomaly detection, including an overview of background analysis and a core study on the most important approaches, procedures, and systems in the field. To make the structure of this survey easier to understand, the domain of anomaly detection was examined along with five dimensions: Detection methods in network traffic, objectives of the paper, various datasets used, accuracy, and open issues/ gaps. The gap which has been identified after the survey can be extended as a future scope might be helpful for the researcher.
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来源期刊
Recent Patents on Engineering
Recent Patents on Engineering Engineering-Engineering (all)
CiteScore
1.40
自引率
0.00%
发文量
100
期刊介绍: Recent Patents on Engineering publishes review articles by experts on recent patents in the major fields of engineering. A selection of important and recent patents on engineering is also included in the journal. The journal is essential reading for all researchers involved in engineering sciences.
期刊最新文献
Current Status of Research on Fill Mining Systems Overview of Patents on Diamond Polishing Apparatus Evaluation of Land Subsidence Susceptibility in Kunming Basin Based on Remote Sensing Interpretation and Convolutional Neural Network Development and Prospects of Lander Vibration-Damping Structures Recent Patents on Closed Coal Storage Systems and Research of Similar Experimental
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