一种基于行为和上下文监控的软件系统保护方案

Shen Fu, Mathew L. Wymore, Ting-Wei Chang, D. Qiao
{"title":"一种基于行为和上下文监控的软件系统保护方案","authors":"Shen Fu, Mathew L. Wymore, Ting-Wei Chang, D. Qiao","doi":"10.4018/ijsssp.2019010102","DOIUrl":null,"url":null,"abstract":"The restriction of access to software systems is more important than ever. Yet, most primary authentication methods are still largely based on passwords, which are vulnerable to various attacks such as phishing scams and keyloggers. Advanced methods of behavior-based authentication exist, but most are platform-specific and are not generally applicable. In this article, the authors propose a generic continuous authentication scheme for software systems, which supplements existing authentication schemes and works as an auxiliary layer to provide additional protection against impostors. The kernel of their scheme is a novel monitoring engine that detects impostors in real-time based on behavior and context information. The authors evaluate their scheme on a dataset consisting of real users' historical records provided by their industrial partner, and the results demonstrate that the approach achieves a high classification accuracy with only a short delay in detection, allowing for real-time, continuous authentication.","PeriodicalId":135841,"journal":{"name":"Int. J. Syst. Softw. Secur. Prot.","volume":"6 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"A Novel Software System Protection Scheme Based on Behavior and Context Monitoring\",\"authors\":\"Shen Fu, Mathew L. Wymore, Ting-Wei Chang, D. Qiao\",\"doi\":\"10.4018/ijsssp.2019010102\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The restriction of access to software systems is more important than ever. Yet, most primary authentication methods are still largely based on passwords, which are vulnerable to various attacks such as phishing scams and keyloggers. Advanced methods of behavior-based authentication exist, but most are platform-specific and are not generally applicable. In this article, the authors propose a generic continuous authentication scheme for software systems, which supplements existing authentication schemes and works as an auxiliary layer to provide additional protection against impostors. The kernel of their scheme is a novel monitoring engine that detects impostors in real-time based on behavior and context information. The authors evaluate their scheme on a dataset consisting of real users' historical records provided by their industrial partner, and the results demonstrate that the approach achieves a high classification accuracy with only a short delay in detection, allowing for real-time, continuous authentication.\",\"PeriodicalId\":135841,\"journal\":{\"name\":\"Int. J. Syst. Softw. Secur. Prot.\",\"volume\":\"6 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2019-01-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Int. J. Syst. Softw. Secur. Prot.\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.4018/ijsssp.2019010102\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Int. J. Syst. Softw. Secur. Prot.","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.4018/ijsssp.2019010102","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2

摘要

对软件系统访问的限制比以往任何时候都更加重要。然而,大多数主要的身份验证方法仍然主要基于密码,这很容易受到各种攻击,如网络钓鱼骗局和键盘记录器。存在基于行为的高级身份验证方法,但大多数都是特定于平台的,并不普遍适用。在本文中,作者提出了一种通用的软件系统连续认证方案,它补充了现有的认证方案,并作为辅助层提供额外的保护,防止冒名顶替者。他们的方案的核心是一个新的监控引擎,可以根据行为和上下文信息实时检测冒名顶替者。作者在由其工业合作伙伴提供的真实用户历史记录组成的数据集上评估了他们的方案,结果表明该方法在检测延迟短的情况下实现了高分类精度,允许实时,连续认证。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
A Novel Software System Protection Scheme Based on Behavior and Context Monitoring
The restriction of access to software systems is more important than ever. Yet, most primary authentication methods are still largely based on passwords, which are vulnerable to various attacks such as phishing scams and keyloggers. Advanced methods of behavior-based authentication exist, but most are platform-specific and are not generally applicable. In this article, the authors propose a generic continuous authentication scheme for software systems, which supplements existing authentication schemes and works as an auxiliary layer to provide additional protection against impostors. The kernel of their scheme is a novel monitoring engine that detects impostors in real-time based on behavior and context information. The authors evaluate their scheme on a dataset consisting of real users' historical records provided by their industrial partner, and the results demonstrate that the approach achieves a high classification accuracy with only a short delay in detection, allowing for real-time, continuous authentication.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
A Light Weight Temper Resistance Client File in an External Memory for Remote User Authentication and Access Control Proposed Secure 3-Use Case Diagram A Novel Iterated Function System-Based Model for Coloured Image Encryption Formal Metamodeling for Secure Model-Driven Engineering Cloud Computing Virtual Machine Workload Prediction Method Based on Variational Autoencoder
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1