2002 · 11 citations · 0 references
ComputingCardiologyHealth InformaticsBiomedical Signal ProcessingMachine LearningPediatric CardiologyAcoustic DiagnosticsCardiac AssessmentCardiac ImagingCardiac Signal ProcessingPattern RecognitionAssessment Of Systolic MurmursAutomatic ClassificationCardiac Feature ExtractionCardiac MurmursHeart Murmur AssessmentHeart Sound AnalysisMultilayer PerceptronPerceptron
Introduces a method for the automatic classification of the phonocardiogram. The method utilizes a multilayer perceptron for detecting the presence of the systolic murmur and a spectral analysis technique for separating innocent murmur from pathological murmur. The effectiveness of the method was confirmed by applying the method to data collected from a nationwide phonocardiogram screening study of Japanese elementary school children.