2020 Computing in Cardiology Conference (CinC) 2020
DOI: 10.22489/cinc.2020.080
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Heart Sound Analysis in Individuals Supported With Left Ventricular Assist Devices: A First Look

Abstract: The left ventricular assist device (LVAD) has emerged as a bridge or alternative to heart transplant in individuals with advanced heart failure. However, the LVAD recipient population currently faces high rehospitalization rates. Remote analysis of precordial sounds in LVAD recipients may improve aftercare through early detection of complications. Prior work on analyses of precordial sounds in LVAD recipients focused on identifying pump thrombosis. Here, we focus on analyzing intrinsic precordial sounds to pro… Show more

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“…UMAP has been used extensively in all domains to reduce dimensionality for various purposes including interpretability, primarily for feature selection in context of ECG [28], [19], [15], [35] and heart sound classification [4], [5]. While various anomaly detection techniques have been used, there is limited use of Local Outlier Filtering (LOF) [37], [33], [16].…”
Section: Related Workmentioning
confidence: 99%
“…UMAP has been used extensively in all domains to reduce dimensionality for various purposes including interpretability, primarily for feature selection in context of ECG [28], [19], [15], [35] and heart sound classification [4], [5]. While various anomaly detection techniques have been used, there is limited use of Local Outlier Filtering (LOF) [37], [33], [16].…”
Section: Related Workmentioning
confidence: 99%