一种基于渐变增强的方法,用于在支持物联网的医疗保健系统中检测入侵
概括
本研究介绍了用于物联网医疗网络的渐变增强 (GB) 入侵检测系统. 与其他机器学习方法相比,GB模型在检测网络攻击方面提供了更高的准确性和效率.
科学领域:
- 网络安全 网络安全
- 医疗信息学 医疗信息学
- 机器学习 机器学习
背景情况:
- 物联网 (IoT) 在医疗保健中的整合增加了网络攻击的风险.
- 现有的入侵检测系统 (签名,异常) 在回忆和适应性方面存在局限性.
- 目前的机器学习 (ML) 技术需要对新出现的网络威胁进行进一步的增强.
研究的目的:
- 为基于物联网的医疗保健网络开发先进的入侵检测系统 (IDS).
- 提出基于渐变增强 (GB) 的技术,以提高网络安全.
- 评估 GB 模型与其他 ML 算法的性能.
主要方法:
- 开发了一种基于梯度增强 (GB) 的入侵检测技术.
- 建议的GB模型使用性能指标进行评估:精度,回忆,F1得分和ROC-AUC.
- 对随机森林,额外树木,决策树和天真贝叶斯算法进行了比较分析.
主要成果:
- 梯度提升 (GB) 技术表现出卓越的性能.
- 拟议的模型在检测入侵方面实现了高精度和高效率.
- 实验分析证实了基于GB的方法对现有方法的有效性.
结论:
- 基于GB的入侵检测系统增强了医疗保健网络的安全性.
- 拟议的技术为网络攻击检测提供了更准确,更有效的解决方案.
- 这项研究强调了英国在保护敏感物联网医疗环境方面的潜力.
相关概念视频
Issues And Trends In Healthcare Delivery System
6.1K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
6.1K
Integrated Healthcare System
2.3K
An integrated healthcare system (IHS) is a set of organizations that provides for or arranges to provide coordinated and continuous service to a defined population. The IHS takes responsibility for that particular population's health status and outcome, both clinically and fiscally. An integrated healthcare system is a well-organized, well-coordinated, and collaborative network. The integrated delivery system is a network that connects different healthcare providers to deliver organized,...
2.3K
Health Information Technology and Healthcare Information System
3.2K
Health Information Technology (HIT)
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
3.2K
Healthcare Associated Infections II: Preventive Measures
3.5K
Essential infection prevention measures are based on the knowledge of the infection chain, the modes of transmission in healthcare settings, and the use of the best practices in all healthcare settings. Compulsory public reporting of healthcare-associated infection rates is needed to allow individuals and the community to make informed choices regarding selecting a healthcare facility.
The best practices for preventing healthcare-associated infections include hand hygiene, patient risk...
The best practices for preventing healthcare-associated infections include hand hygiene, patient risk...
3.5K
Healthcare Associated Infections I: Iatrogenic, Exogenic and Endogenic
5.3K
Healthcare-associated infections (HAIs) occur in a healthcare facility while a person receives care for another ailment. This category also includes work-related infections among healthcare staff.
HAIs significantly increase the cost of health care. Extended stays in healthcare institutions, increased disability, increased costs of medications, including specialized antibiotics, and prolonged recovery times add to the patient's expenses and the healthcare institution and funding bodies.
HAIs significantly increase the cost of health care. Extended stays in healthcare institutions, increased disability, increased costs of medications, including specialized antibiotics, and prolonged recovery times add to the patient's expenses and the healthcare institution and funding bodies.
5.3K
Pulse rhythm
1.3K
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...
1.3K

