2011 · 103 citations · 4 references
ComputingCardiologyHealth InformaticsClinical Decision SupportData MiningDecision Support SystemsClinical Decision Support SystemsDecision Support AnalyticsDecision Support In HealthcareDiagnostic Decision SupportForecasting For Decision SupportPredictive Health ModelingBlood PressureClinical Decision Support ModelsDecision Support In DiagnosisHidden Information ModelsMachine Learning Decision SupportMachine Learning For HealthcareNaive BayesNaive Bayes Classification
Data mining extracts actionable knowledge from large healthcare datasets, yet much of this data remains untapped for decision support. This study develops a Decision Support in Heart Disease Prediction System (DSHDPS) using Naive Bayes. The system uses age, sex, blood pressure, and blood sugar from a web‑based questionnaire to predict heart‑disease risk via a Naive Bayes model. The tool can train nurses and medical students to diagnose heart disease.
Data Mining refers to using a variety of techniques to identify suggest of information or decision making knowledge in the database and extracting these in a way that they can put to use in areas such as decision support, predictions, forecasting and estimation. The healthcare industry collects huge amounts of healthcare data which, unfortunately, are not “mined” to discover hidden information for effective decision making. Discovering relations that connect variables in a database is the subject of data mining. This research has developed a Decision Support in Heart Disease Prediction System (DSHDPS) using data mining modeling technique, namely, Naive Bayes. Using medical profiles such as age, sex, blood pressure and blood sugar it can predict the likelihood of patients getting a heart disease. It is implemented as web based questionnaire application. It can serve a training tool to train nurses and medical students to diagnose patients with heart disease.
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Data mining: concepts and techniques
Jiawei Han, Micheline Kamber · Choice Reviews Online · 2012 · 28.9K citations
Paulo Cortez · 2005 · 42 citations