HDPM: An Effective Heart Disease Prediction Model for a Clinical Decision Support System

• Published in: IEEE access Vol. 8; pp. 133034 - 133050
• Main Authors: Fitriyani, Norma Latif, Syafrudin, Muhammad, Alfian, Ganjar, Rhee, Jongtae
• Format: Journal Article
• Language: English
• Published: Piscataway IEEE 2020; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Cardiovascular disease; clinical decision support system; Clustering; Data analysis; Data models; Datasets; Decision support systems; Decision trees; Diagnosis; disease prediction model; Diseases; Heart; Heart disease; Heart diseases; imbalanced data; Machine learning; Medical diagnosis; Multilayer perceptrons; outlier data; Outliers (statistics); Prediction models; Predictive models; Radio frequency; Support vector machines

Heart disease, one of the major causes of mortality worldwide, can be mitigated by early heart disease diagnosis. A clinical decision support system (CDSS) can be used to diagnose the subjects' heart disease status earlier. This study proposes an effective heart disease prediction model (HDPM)...