2011 · 78 citations · 11 references
ComputingBiomedical InformaticsHealth InformaticsClinical Decision SupportData MiningDecision Support SystemsClinical Decision Support SystemsComputer-aided DiagnosisDecision SupportDecision Support In HealthcareDecision TreesDiagnostic Decision SupportC4.5 AlgorithmDecision Support In DiagnosisDecision Tree ClassificationDiagnostic AlgorithmsIntelligent Decision Support SystemsMachine Learning Decision SupportMachine Learning For DiagnosisMedical Diagnosis Classification
The healthcare industry collects a huge amount of data which is not properly mined and not put to the optimum use. Discovery of these hidden patterns and relationships often goes unexploited. Our research focuses on this aspect of Medical diagnosis by learning pattern through the collected data of diabetes, hepatitis and heart diseases and to develop intelligent medical decision support systems to help the physicians. In this paper, we propose the use of decision trees C4.5 algorithm, ID3 algorithm and CART algorithm to classify these diseases and compare the effectiveness, correction rate among them.
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Data mining: concepts and techniques
Jiawei Han, Micheline Kamber · Choice Reviews Online · 2012 · 28.9K citations
Classification and Regression Trees.
Alexander Gordon, Leo Breiman, Jerome H. Friedman et al. · Biometrics · 1984 · 23.9K citations
J. R. Quinlan · Machine Learning · 1986 · 14.8K citations · Full text