一个感知器混合型入侵检测模型,用于保护电子健康记录系统
概括
这项研究引入了电子健康记录系统 (EHRS) 的新安全模型,以减少虚假警报. 增强的系统结合了滥用和异常检测,改善了健康信息的隐私和安全性.
科学领域:
- 医疗信息学 医疗信息学
- 网络安全 网络安全
- 机器学习 机器学习
背景情况:
- 电子健康记录系统 (EHRS) 是广泛采用的医疗保健技术.
- 由于安全漏洞,保护EHRS中的敏感数据具有挑战性.
- 传统的入侵检测系统会产生过多的虚假警报,阻碍了EHRS的安全性.
研究的目的:
- 解决传统EHRS入侵检测系统中高虚假警报率的局限性.
- 提出一种新的混合模型,以提高电子健康记录系统的安全性和隐私.
- 通过自我学习和改进安全方法,尽量减少实时的虚假警报.
主要方法:
- 开发了一种结合滥用检测和异常检测方法的新型混合模型.
- 该模型包含了自我学习,修复和改进的能力.
- 感知算法被用作自我学习机制的核心.
主要成果:
- 拟议的混合模型有效地减少了电子健康记录系统中的错误警报.
- 该系统在检测未经授权的访问时展示实时性能.
- 自学能力可以随着时间的推移提高模型的准确性.
结论:
- 开发的混合模型为EHRS提供了与传统入侵检测系统相比的显著改进.
- 这种方法提高了受保护的健康信息的安全性和隐私性.
- 该系统为医疗保健IT基础设施的实时威胁检测提供了强大的解决方案.
相关概念视频
Methods of Documentation VII: EMR
844
Electronic Medical Records (EMRs) primarily center around electronically documenting patients' health information within a single healthcare organization or practice. They contain essential clinical data related to a patient's medical history, diagnoses, medications, treatment plans, lab results, and other pertinent information relevant to the specific encounter or episode of care. EMRs are designed to streamline documentation and workflow processes within individual healthcare...
844
Guidelines and Strategies for Safe Computer Charting
815
The guidelines and strategies provided by the American Nurses Association (ANA) and the Canadian Nurses Association (CNA) offer essential principles for ensuring safe and secure computer charting systems in healthcare settings. Let's break down each recommendation:
Maintain Confidentiality and Security:
Maintain Confidentiality and Security:
815
Legal Guidelines for Documentation
1.3K
The legal guidelines for nursing documentation are essential for ensuring accurate, professional, and ethical recording of patient care. The guidelines are discussed here:
1.3K
Mechanistic Models: Compartment Models in Individual and Population Analysis
59
Mechanistic models are utilized in individual analysis using single-source data, but imperfections arise due to data collection errors, preventing perfect prediction of observed data. The mathematical equation involves known values (Xi), observed concentrations (Ci), measurement errors (εi), model parameters (ϕj), and the related function (ƒi) for i number of values. Different least-squares metrics quantify differences between predicted and observed values. The ordinary least...
59
Pulse rhythm
815
Pulse rhythm refers to the pattern of pulsations within specific intervals, offering valuable insights into the regularity or irregularity of the heart's beats as observed through the pattern of pulsation within specific intervals. A regular pulse exhibits a consistent heart rate with uniform waveforms and pulsation force, variations of which can be classified as normal, weak, or bounding.
Conversely, an irregular pulse pattern is termed dysrhythmia, stemming from disruptions in cardiac...
Conversely, an irregular pulse pattern is termed dysrhythmia, stemming from disruptions in cardiac...
815
Ethical Standards I
826
The American Nurses Association (ANA) created and implemented the first nationally accepted Code of Ethics for Nurses with Interpretive Statements. The Code of Ethics is a living document regularly updated by the ANA and establishes an ethical standard that is non-negotiable for nurses in all roles and settings.
The Code of Ethics provisions outline the nurse's duty to the patient, the healthcare team, the profession, and society. The Code's fundamental principles include advocacy,...
The Code of Ethics provisions outline the nurse's duty to the patient, the healthcare team, the profession, and society. The Code's fundamental principles include advocacy,...
826


