Classification of Heart Sounds Using Convolutional Neural Network
Li F, Tang H, Shang S, Mathiak K, Cong F. Classification of Heart Sounds Using Convolutional Neural Network. Applied Sciences 2020, 10: 3956. DOI: 10.3390/app10113956.Peer-Reviewed Original ResearchConvolutional neural networkSignal-to-noise ratioNeural networkAlgorithm performanceClassification of heart soundGlobal average pooling layerAverage pooling layerStratified five-fold cross-validationLow signal-to-noise ratioDeep learning algorithmsClassification algorithms performanceClassification layerFeature mapsPooling layerDiagnosis of cardiac conditionsClass imbalanceFive-fold cross-validationLearning algorithmsGlobal informationMatthews correlation coefficientLoss functionClass weightsTraining processPhysioNet/CinC ChallengeClassification
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