通过增量过程发现分析医疗保健过程:来自现实世界的应用程序的实用见解
Daniel Schuster1,2, Elisabetta Benevento3,4, Davide Aloini3
1Data Science & Artificial Intelligence, Fraunhofer Institute for Applied Information Technology FIT, Schloss Birlinghoven, 53757 Sankt Augustin, Germany.
交互式过程挖掘通过整合领域知识来增强医疗保健分析. 这种混合智能方法克服了数据变化和过程发现中的质量问题等挑战.
科学领域:
- 计算机科学 计算机科学
- 信息系统信息系统信息系统
- 医疗保健信息学 医疗保健信息学
背景情况:
- 传统的过程挖掘工具作为"黑子"运行,分析师的互动有限.
- 最近的进展侧重于混合智能,将域名知识纳入过程挖掘.
- 交互式过程发现技术正在出现,但缺乏实际应用研究.
研究的目的:
- 在医疗保健领域研究增量和交互过程发现的实际应用.
- 评估混合智能在应对医疗保健特定过程挖掘挑战中的有效性.
主要方法:
- 在医疗保健部门进行了一项案例研究.
- 采用增量和交互式过程发现技术.
- 专注于整合领域知识进行流程分析.
主要成果:
- 交互式过程挖掘方法有效地解决了医疗保健数据的挑战.
- 在复杂领域成功应用混合智能.
- 展示了处理高流程执行变化和数据质量差的能力.
结论:
- 互动过程发现是医疗保健过程挖掘的可行和有效方法.
- 混合智能可以在复杂的现实环境中显著改善过程分析.
- 在专业领域对交互技术的进一步研究是有必要的.
更多相关视频
11:21Methodology for Establishing a Community-Wide Life Laboratory for Capturing Unobtrusive and Continuous Remote Activity and Health Data
Published on: July 27, 2018
07:31Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack
Published on: May 15, 2020
相关概念视频
Issues And Trends In Healthcare Delivery System
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Health Information Technology and Healthcare Information System
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
Fundamentals of Nursing Process I
Fundamentals of Nursing Process II
Methods of Documentation VI: Case Management Model
For example, a patient with a chronic...
Methods Of Healthcare Delivery System
Managed Care System:
The managed care system is designed to control the cost while maintaining the quality of care. The patient's care from admission to discharge is planned by the primary care provider or the case manager, also known as the gatekeeper. In a managed care system, the number of care providers is...
