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A Perceptron Mixture Model of Intrusion Detection for Safeguarding Electronic Health Record System. 一种用于保护电子健康记录系统的入侵检测感知器混合模型。
Pub Date : 2022-01-01 Epub Date: 2021-08-08 DOI: 10.1007/978-3-030-84913-9_18
Wei Lu, Ling Xue

Electronic Health Record System, EHRS, has recently become a common healthcare information technology that has been widely adopted by many physicians. Due to compromised internal structures and systems, safeguarding the privacy and security of EHRS becomes a very challenging issue based on the most recent studies on trends and characteristics of protected health information breaches in the United States. Traditionally intrusion detection systems were proposed to address security of EHRS infrastructure by detecting unauthorized accesses; they, however, tend to generate a large number of false alerts mainly due to lack of proper features to model normal behaviors and overfitting when using signature-based detection algorithms. In this paper we address this limitation and propose a mixture model combining both misuse detection and anomaly detection approaches to minimize the number of false alerts over a specific time period in real time through its self-learning-fixing-and-improving capability built upon the perceptron algorithm.

电子健康记录系统(EHRS)最近已成为一种常见的医疗保健信息技术,已被许多医生广泛采用。根据最近对美国受保护健康信息泄露趋势和特征的研究,由于内部结构和系统受到损害,保护EHRS的隐私和安全成为一个非常具有挑战性的问题。传统的入侵检测系统是通过检测未经授权的访问来解决EHRS基础设施的安全问题;然而,当使用基于签名的检测算法时,它们往往会产生大量的假警报,这主要是由于缺乏对正常行为建模的适当特征以及过拟合。在本文中,我们解决了这一限制,并提出了一种混合模型,将误用检测和异常检测方法相结合,通过其基于感知器算法的自学习修复和改进能力,实时减少特定时间段内的错误警报数量。
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引用次数: 0
A Fuzzy-Based System for Determining Driver Impatience in VANETs Considering Number of Forced Stops, Unnecessary Maneuvers, Time Pressure and Task Importance 考虑强制停车次数、不必要的机动、时间压力和任务重要性的模糊系统
Kevin Bylykbashi, Ermioni Qafzezi, Phudit Ampririt, Admir Barolli, Elis Kulla, L. Barolli
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引用次数: 0
Implementation and Evaluation on Smooth On-Line Communication System Using Multi-camera 多摄像机平滑在线通信系统的实现与评价
Shinya Takahashi, Yasuo Ebara
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引用次数: 0
Performance Evaluation of V2X Communication Based on 2-Wavelength Wireless Link Method 基于2波长无线链路方法的V2X通信性能评估
Y. Shibata, Akira Sakuraba
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引用次数: 0
Soldering Danger Detection System Using a Line-of-Sight Estimation 使用视距估计的焊接危险检测系统
Tomoya Yasunaga, Kyohei Toyoshima, Chihiro Yukawa, Yuki Nagai, T. Matsui, Tetsuya Oda, L. Barolli
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引用次数: 0
Energy-Efficient Multi-Version Concurrency Control (EEMVCC) for Object-Based Systems 面向对象系统的节能多版本并发控制(EEMVCC)
T. Enokido, Dilawaer Duolikun, M. Takizawa
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引用次数: 0
Trustworthy AI Explanations as an Interface in Medical Diagnostic Systems 可信赖的人工智能解释作为医疗诊断系统的接口
Davinder Kaur, Suleyman Uslu, A. Durresi
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引用次数: 4
An Incentive Framework for Surplus Food Distribution in the Context of Smart Cities 智慧城市背景下剩余食物分配的激励框架
Surja Sanyal, S. Mukhopadhyay, F. Xhafa, V. Singh, B. Sanyal
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引用次数: 1
Analysis of Learning-Data for Feedback System in Programming Classrooms 编程课堂反馈系统的学习数据分析
Yoshihiro Kawano, Yoshiha Goto, Yuka Kawano
{"title":"Analysis of Learning-Data for Feedback System in Programming Classrooms","authors":"Yoshihiro Kawano, Yoshiha Goto, Yuka Kawano","doi":"10.1007/978-3-031-14314-4_50","DOIUrl":"https://doi.org/10.1007/978-3-031-14314-4_50","url":null,"abstract":"","PeriodicalId":94373,"journal":{"name":"International Conference on Network-Based Information Systems : [proceedings]. NBiS (Conference)","volume":"47 1","pages":"474-483"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"79481570","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effect of Transporter Autonomous Underwater Vehicles for Underwater Optical Wireless Communication Considering Delay Tolerant Networks 考虑容延迟网络的传输式自主水下航行器对水下无线光通信的影响
Keita Matsuo, Elis Kulla, L. Barolli
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引用次数: 2
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International Conference on Network-Based Information Systems : [proceedings]. NBiS (Conference)
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