2002 · 12 citations · 10 references
Physiological EventsEnvironmental MonitoringEngineeringDiagnosisProblem BehaviorEnvironmental EventsPattern MiningBehavior MonitoringOptimization-based Data MiningData ScienceData MiningPattern RecognitionManagementKnowledge Discovery ProcessStatisticsHeart RateBehavioral SciencesSevere Mental RetardationPredictive AnalyticsKnowledge DiscoveryHealth MonitoringClassificationHealth InformaticsData Modeling
The relation between physiological events, environmental factors and the occurrence of problem behavior in natural settings was analyzed using the data mining system LERS (Learning from Examples based on Rough Sets). Heart-rate data were linked to environmental and behavioral data coded from videotapes of one adult subject diagnosed with severe mental retardation and who engaged in problem behavior. The results of the analysis suggest that using data mining system LERS will be a valuable strategy for exploring large data sets that include heart rate, environmental and behavioral measures.
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A New Version of the Rule Induction System LERS
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