Abnormal heart sound detection using temporal quasi-periodic features and long short-term memory without segmentation

•The temporal quasi-periodic features are obtained by AMDF.•In-depth analysis of the dependency relation within the features is given.•The dependency relation is extracted by long short-term memory.•More discriminative features are obtained.•The weighted loss function and the threshold tuning strategy are combined.