International Journal of Computer Applications · 2012 · 39 citations · 18 references
ComputingHealth InformaticsSurgeryData MiningMachine LearningPredictive AnalyticsClinical Decision Support SystemsData PreprocessingDecision Support In HealthcareDecision TreesHealthcare AnalyticsHealthcare Operations AnalyticsClinical Data MiningClinical Decision AlgorithmsDecision Algorithm DevelopmentDecision Tree ClassificationExplanatory Case StudyMachine Learning For HealthcareOperative Obstetric Decision-makingValuable Knowledge
By means of data mining techniques, we can exploit furtive and precious information through medicine data bases. Because of huge amount of this information, study and analyses are too difficult. We want some methods to exploring through data and extract valuable information which can be used in the future similar cases. One of these cases is accouchement. The mechanism of accouchement is a natural and spontaneous process without the need to any intervention. In some conditions, maybe mother, baby or both of them are in hazard and need help and support. This help is provided by Caesarian Section which saves mother and baby. Nevertheless, we need to know when we should use surgery. This study explains utilization of medical data mining in determination of medical operation methods. We render this with accumulating 80 pregnant women information. The results show that decision tree algorithm designed for this case study generates correct prediction for more than 86.25% tests cases
18
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
Steven L. Salzberg, Alberto M. Segre · 1994 · 5.8K citations
Data Mining: Concepts, Models, Methods, and Algorithms
Technometrics · 2003 · 1.4K citations · Full text
Data mining: concepts, models and techniques
Choice Reviews Online · 2011 · 558 citations