Publication | Closed Access
The use of classification trees for bioinformatics
230
Citations
55
References
2011
Year
EngineeringMachine LearningFeature SelectionClassification TreesClassification MethodData ScienceData MiningPattern RecognitionDecision TreeManagementDecision Tree LearningBiostatisticsPredictive AnalyticsKnowledge DiscoveryBioinformaticsData ClassificationClassification Tree-based MethodsComputational BiologyClassificationClassifier SystemSystems Biology
Classification trees are non-parametric statistical learning methods that incorporate feature selection and interactions, possess intuitive interpretability, are efficient, and have high prediction accuracy when used in ensembles. This paper provides a brief introduction to the classification tree-based methods, a review of the recent developments, and a survey of the applications in bioinformatics and statistical genetics.
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