Matches in SemOpenAlex for { <https://semopenalex.org/work/W4309398051> ?p ?o ?g. }
Showing items 1 to 86 of
86
with 100 items per page.
- W4309398051 abstract "Cardiovascular diseases are one of the leading cause of death in today's world and early screening of heart condition plays a crucial role in preventing them. The heart sound signal is one of the primary indicator of heart condition and can be used to detect abnormality in the heart. The acquisition of heart sound signal is non-invasive, cost effective and requires minimum equipment. But currently the detection of heart abnormality from heart sound signal depends largely on the expertise and experience of the physician. As such an automatic detection system for heart abnormality detection from heart sound signal can be a great asset for the people living in underdeveloped areas. In this paper we propose a novel deep learning based dual stream network with attention mechanism that uses both the raw heart sound signal and the MFCC features to detect abnormality in heart condition of a patient. The deep neural network has a convolutional stream that uses the raw heart sound signal and a recurrent stream that uses the MFCC features of the signal. The features from these two streams are merged together using a novel attention network and passed through the classification network. The model is trained on the largest publicly available dataset of PCG signal and achieves an accuracy of 87.11, sensitivity of 82.41, specificty of 91.8 and a MACC of 87.12." @default.
- W4309398051 created "2022-11-26" @default.
- W4309398051 creator A5000867357 @default.
- W4309398051 creator A5009413122 @default.
- W4309398051 creator A5009603089 @default.
- W4309398051 creator A5023896606 @default.
- W4309398051 creator A5042515434 @default.
- W4309398051 creator A5046803003 @default.
- W4309398051 creator A5057930816 @default.
- W4309398051 date "2022-11-17" @default.
- W4309398051 modified "2023-09-29" @default.
- W4309398051 title "Heart Abnormality Detection from Heart Sound Signals using MFCC Feature and Dual Stream Attention Based Network" @default.
- W4309398051 doi "https://doi.org/10.48550/arxiv.2211.09751" @default.
- W4309398051 hasPublicationYear "2022" @default.
- W4309398051 type Work @default.
- W4309398051 citedByCount "0" @default.
- W4309398051 crossrefType "posted-content" @default.
- W4309398051 hasAuthorship W4309398051A5000867357 @default.
- W4309398051 hasAuthorship W4309398051A5009413122 @default.
- W4309398051 hasAuthorship W4309398051A5009603089 @default.
- W4309398051 hasAuthorship W4309398051A5023896606 @default.
- W4309398051 hasAuthorship W4309398051A5042515434 @default.
- W4309398051 hasAuthorship W4309398051A5046803003 @default.
- W4309398051 hasAuthorship W4309398051A5057930816 @default.
- W4309398051 hasBestOaLocation W43093980511 @default.
- W4309398051 hasConcept C118552586 @default.
- W4309398051 hasConcept C121332964 @default.
- W4309398051 hasConcept C138885662 @default.
- W4309398051 hasConcept C13895895 @default.
- W4309398051 hasConcept C151989614 @default.
- W4309398051 hasConcept C153180895 @default.
- W4309398051 hasConcept C154945302 @default.
- W4309398051 hasConcept C164705383 @default.
- W4309398051 hasConcept C199360897 @default.
- W4309398051 hasConcept C203718221 @default.
- W4309398051 hasConcept C24890656 @default.
- W4309398051 hasConcept C2776401178 @default.
- W4309398051 hasConcept C2779435589 @default.
- W4309398051 hasConcept C2779843651 @default.
- W4309398051 hasConcept C28490314 @default.
- W4309398051 hasConcept C41008148 @default.
- W4309398051 hasConcept C41895202 @default.
- W4309398051 hasConcept C50965678 @default.
- W4309398051 hasConcept C52622490 @default.
- W4309398051 hasConcept C64922751 @default.
- W4309398051 hasConcept C71924100 @default.
- W4309398051 hasConcept C81363708 @default.
- W4309398051 hasConceptScore W4309398051C118552586 @default.
- W4309398051 hasConceptScore W4309398051C121332964 @default.
- W4309398051 hasConceptScore W4309398051C138885662 @default.
- W4309398051 hasConceptScore W4309398051C13895895 @default.
- W4309398051 hasConceptScore W4309398051C151989614 @default.
- W4309398051 hasConceptScore W4309398051C153180895 @default.
- W4309398051 hasConceptScore W4309398051C154945302 @default.
- W4309398051 hasConceptScore W4309398051C164705383 @default.
- W4309398051 hasConceptScore W4309398051C199360897 @default.
- W4309398051 hasConceptScore W4309398051C203718221 @default.
- W4309398051 hasConceptScore W4309398051C24890656 @default.
- W4309398051 hasConceptScore W4309398051C2776401178 @default.
- W4309398051 hasConceptScore W4309398051C2779435589 @default.
- W4309398051 hasConceptScore W4309398051C2779843651 @default.
- W4309398051 hasConceptScore W4309398051C28490314 @default.
- W4309398051 hasConceptScore W4309398051C41008148 @default.
- W4309398051 hasConceptScore W4309398051C41895202 @default.
- W4309398051 hasConceptScore W4309398051C50965678 @default.
- W4309398051 hasConceptScore W4309398051C52622490 @default.
- W4309398051 hasConceptScore W4309398051C64922751 @default.
- W4309398051 hasConceptScore W4309398051C71924100 @default.
- W4309398051 hasConceptScore W4309398051C81363708 @default.
- W4309398051 hasLocation W43093980511 @default.
- W4309398051 hasLocation W43093980512 @default.
- W4309398051 hasOpenAccess W4309398051 @default.
- W4309398051 hasPrimaryLocation W43093980511 @default.
- W4309398051 hasRelatedWork W1997050320 @default.
- W4309398051 hasRelatedWork W2010662891 @default.
- W4309398051 hasRelatedWork W2144059113 @default.
- W4309398051 hasRelatedWork W2146076056 @default.
- W4309398051 hasRelatedWork W2546942002 @default.
- W4309398051 hasRelatedWork W2767651786 @default.
- W4309398051 hasRelatedWork W2783107073 @default.
- W4309398051 hasRelatedWork W2811390910 @default.
- W4309398051 hasRelatedWork W3003836766 @default.
- W4309398051 hasRelatedWork W4312376745 @default.
- W4309398051 isParatext "false" @default.
- W4309398051 isRetracted "false" @default.
- W4309398051 workType "article" @default.