Application of Data Mining Techniques to Healthcare Data 论文

2004Infection Control and Hospital Epidemiology引用 245
Artificial Intelligence in HealthcareImbalanced Data Classification TechniquesAdvanced Statistical Process Monitoring

摘要

A high-level introduction to data mining as it relates to surveillance of healthcare data is presented. Data mining is compared with traditional statistics, some advantages of automated data systems are identified, and some data mining strategies and algorithms are described. A concrete example illustrates steps involved in the data mining process, and three successful data mining applications in the healthcare arena are described.

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