FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3212463334> ?p ?o ?g. }

• W3212463334 endingPage "2483" @default.
• W3212463334 startingPage "2474" @default.
• W3212463334 abstract "We design an algorithm to automatically detect epileptic seizure onsets and offsets from scalp electroencephalograms (EEGs). The proposed scheme consists of two sequential steps: detecting seizure episodes from long EEG recordings, and determining seizure onsets and offsets of the detected episodes. We introduce a neural network-based model called ScoreNet to carry out the second step by better predicting the seizure probability of pre-detected seizure epochs to determine seizure onsets and offsets. A cost function called log-dice loss with a similar meaning to the F1 score is proposed to handle the natural data imbalance inherent in EEG signals signifying seizure events. ScoreNet is then verified on the CHB-MIT Scalp EEG database in combination with several classifiers including random forest, convolutional neural network (CNN), and logistic regression. As a result, ScoreNet improves seizure detection performance over lone epoch-based seizure classification methods; F1 scores increase significantly from 16-37% to 53-70%, and false positive rates per hour decrease from 0.53-5.24 to 0.05-0.61. This method provides clinically acceptable latencies of detecting seizure onset and offset of less than 10 seconds. In addition, an effective latency index is proposed as a metric for detection latency whose scoring considers undetected events to provide better insight into onset and offset detection than conventional time-based metrics." @default.
• W3212463334 created "2021-11-22" @default.
• W3212463334 creator A5033554751 @default.
• W3212463334 creator A5044405321 @default.
• W3212463334 creator A5033564254 @default.
• W3212463334 date "2021-01-01" @default.
• W3212463334 modified "2023-09-25" @default.
• W3212463334 title "ScoreNet: A Neural Network-Based Post-Processing Model for Identifying Epileptic Seizure Onset and Offset in EEGs" @default.
• W3212463334 cites W1604539019 @default.
• W3212463334 cites W1818768602 @default.
• W3212463334 cites W1877153489 @default.
• W3212463334 cites W1973525977 @default.
• W3212463334 cites W1978437325 @default.
• W3212463334 cites W1981211771 @default.
• W3212463334 cites W1984323748 @default.
• W3212463334 cites W1988841943 @default.
• W3212463334 cites W1992707092 @default.
• W3212463334 cites W2005305683 @default.
• W3212463334 cites W2027927824 @default.
• W3212463334 cites W2162800060 @default.
• W3212463334 cites W2170498245 @default.
• W3212463334 cites W2172165257 @default.
• W3212463334 cites W2279597087 @default.
• W3212463334 cites W2279742991 @default.
• W3212463334 cites W2288333483 @default.
• W3212463334 cites W2327900220 @default.
• W3212463334 cites W2461134574 @default.
• W3212463334 cites W2519140045 @default.
• W3212463334 cites W2562319768 @default.
• W3212463334 cites W2582398088 @default.
• W3212463334 cites W2591292252 @default.
• W3212463334 cites W2608948620 @default.
• W3212463334 cites W2742472784 @default.
• W3212463334 cites W2750384459 @default.
• W3212463334 cites W2759483166 @default.
• W3212463334 cites W2767793144 @default.
• W3212463334 cites W2793694534 @default.
• W3212463334 cites W2899459625 @default.
• W3212463334 cites W2907368743 @default.
• W3212463334 cites W2914314600 @default.
• W3212463334 cites W2942144085 @default.
• W3212463334 cites W2955989361 @default.
• W3212463334 cites W2962914239 @default.
• W3212463334 cites W2963351448 @default.
• W3212463334 cites W2973010960 @default.
• W3212463334 cites W2990430870 @default.
• W3212463334 cites W2992736482 @default.
• W3212463334 cites W2994921215 @default.
• W3212463334 cites W3006560451 @default.
• W3212463334 cites W3016243065 @default.
• W3212463334 cites W3028393291 @default.
• W3212463334 cites W3042886859 @default.
• W3212463334 cites W3045153122 @default.
• W3212463334 cites W3045704945 @default.
• W3212463334 cites W3088502449 @default.
• W3212463334 cites W3123303190 @default.
• W3212463334 doi "https://doi.org/10.1109/tnsre.2021.3129467" @default.
• W3212463334 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/34797766" @default.
• W3212463334 hasPublicationYear "2021" @default.
• W3212463334 type Work @default.
• W3212463334 sameAs 3212463334 @default.
• W3212463334 citedByCount "4" @default.
• W3212463334 countsByYear W32124633342022 @default.
• W3212463334 countsByYear W32124633342023 @default.
• W3212463334 crossrefType "journal-article" @default.
• W3212463334 hasAuthorship W3212463334A5033554751 @default.
• W3212463334 hasAuthorship W3212463334A5033564254 @default.
• W3212463334 hasAuthorship W3212463334A5044405321 @default.
• W3212463334 hasBestOaLocation W32124633341 @default.
• W3212463334 hasConcept C105702510 @default.
• W3212463334 hasConcept C119857082 @default.
• W3212463334 hasConcept C151956035 @default.
• W3212463334 hasConcept C153180895 @default.
• W3212463334 hasConcept C154945302 @default.
• W3212463334 hasConcept C15744967 @default.
• W3212463334 hasConcept C169760540 @default.
• W3212463334 hasConcept C175291020 @default.
• W3212463334 hasConcept C199360897 @default.
• W3212463334 hasConcept C2778186239 @default.
• W3212463334 hasConcept C2778515351 @default.
• W3212463334 hasConcept C2779334592 @default.
• W3212463334 hasConcept C41008148 @default.
• W3212463334 hasConcept C50644808 @default.
• W3212463334 hasConcept C522805319 @default.
• W3212463334 hasConcept C71924100 @default.
• W3212463334 hasConcept C76155785 @default.
• W3212463334 hasConcept C81363708 @default.
• W3212463334 hasConcept C82876162 @default.
• W3212463334 hasConceptScore W3212463334C105702510 @default.
• W3212463334 hasConceptScore W3212463334C119857082 @default.
• W3212463334 hasConceptScore W3212463334C151956035 @default.
• W3212463334 hasConceptScore W3212463334C153180895 @default.
• W3212463334 hasConceptScore W3212463334C154945302 @default.
• W3212463334 hasConceptScore W3212463334C15744967 @default.
• W3212463334 hasConceptScore W3212463334C169760540 @default.
• W3212463334 hasConceptScore W3212463334C175291020 @default.
• W3212463334 hasConceptScore W3212463334C199360897 @default.
• W3212463334 hasConceptScore W3212463334C2778186239 @default.

• next