FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4212810849> ?p ?o ?g. }

• W4212810849 abstract "Seizure detection algorithms are often optimized to detect seizures from the epileptogenic cortex. However, in non-localizable epilepsies, the thalamus is frequently targeted for neuromodulation. Developing a reliable seizure detection algorithm from thalamic SEEG may facilitate the translation of closed-loop neuromodulation. Deep learning algorithms promise reliable seizure detectors, but the major impediment is the lack of larger samples of curated ictal thalamic SEEG needed for training classifiers. We aimed to investigate if synthetic data generated by temporal Generative Adversarial Networks (TGAN) can inflate the sample size to improve the performance of a deep learning classifier of ictal and interictal states from limited samples of thalamic SEEG. Thalamic SEEG from 13 patients (84 seizures) was obtained during stereo EEG evaluation for epilepsy surgery. Overall, TGAN generated synthetic data augmented the performance of the bidirectional Long-Short Term Memory (BiLSTM) performance in classifying thalamic ictal and baseline states. Adding synthetic data improved the accuracy of the detection model by 18.5%. Importantly, this approach can be applied to classify electrographic seizure onset patterns or develop patient-specific seizure detectors from implanted neuromodulation devices." @default.
• W4212810849 created "2022-02-24" @default.
• W4212810849 creator A5007771994 @default.
• W4212810849 creator A5015941553 @default.
• W4212810849 creator A5057071216 @default.
• W4212810849 creator A5061065548 @default.
• W4212810849 creator A5077181669 @default.
• W4212810849 creator A5082130486 @default.
• W4212810849 date "2022-02-16" @default.
• W4212810849 modified "2023-10-14" @default.
• W4212810849 title "Time-Series Generative Adversarial Network Approach of Deep Learning Improves Seizure Detection From the Human Thalamic SEEG" @default.
• W4212810849 cites W1987906186 @default.
• W4212810849 cites W2064675550 @default.
• W4212810849 cites W2079735306 @default.
• W4212810849 cites W2128087274 @default.
• W4212810849 cites W2143776609 @default.
• W4212810849 cites W2158334924 @default.
• W4212810849 cites W2233738996 @default.
• W4212810849 cites W2256201004 @default.
• W4212810849 cites W2337222741 @default.
• W4212810849 cites W2498582720 @default.
• W4212810849 cites W2593164275 @default.
• W4212810849 cites W2593890214 @default.
• W4212810849 cites W2594644573 @default.
• W4212810849 cites W2804824909 @default.
• W4212810849 cites W2891604564 @default.
• W4212810849 cites W2898738372 @default.
• W4212810849 cites W2903481564 @default.
• W4212810849 cites W2907284364 @default.
• W4212810849 cites W2910683885 @default.
• W4212810849 cites W2917354916 @default.
• W4212810849 cites W2942144085 @default.
• W4212810849 cites W2944851425 @default.
• W4212810849 cites W2946520801 @default.
• W4212810849 cites W2950023299 @default.
• W4212810849 cites W2959800215 @default.
• W4212810849 cites W2964267916 @default.
• W4212810849 cites W2971082874 @default.
• W4212810849 cites W3009839671 @default.
• W4212810849 cites W3015184661 @default.
• W4212810849 cites W3033004028 @default.
• W4212810849 cites W3045153122 @default.
• W4212810849 cites W3087994333 @default.
• W4212810849 cites W3093020526 @default.
• W4212810849 cites W3093630321 @default.
• W4212810849 cites W3096831136 @default.
• W4212810849 cites W4230201859 @default.
• W4212810849 doi "https://doi.org/10.3389/fneur.2022.755094" @default.
• W4212810849 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/35250803" @default.
• W4212810849 hasPublicationYear "2022" @default.
• W4212810849 type Work @default.
• W4212810849 citedByCount "2" @default.
• W4212810849 countsByYear W42128108492022 @default.
• W4212810849 countsByYear W42128108492023 @default.
• W4212810849 crossrefType "journal-article" @default.
• W4212810849 hasAuthorship W4212810849A5007771994 @default.
• W4212810849 hasAuthorship W4212810849A5015941553 @default.
• W4212810849 hasAuthorship W4212810849A5057071216 @default.
• W4212810849 hasAuthorship W4212810849A5061065548 @default.
• W4212810849 hasAuthorship W4212810849A5077181669 @default.
• W4212810849 hasAuthorship W4212810849A5082130486 @default.
• W4212810849 hasBestOaLocation W42128108491 @default.
• W4212810849 hasConcept C108583219 @default.
• W4212810849 hasConcept C153180895 @default.
• W4212810849 hasConcept C154945302 @default.
• W4212810849 hasConcept C15744967 @default.
• W4212810849 hasConcept C169760540 @default.
• W4212810849 hasConcept C17755696 @default.
• W4212810849 hasConcept C24998067 @default.
• W4212810849 hasConcept C2778186239 @default.
• W4212810849 hasConcept C2779246727 @default.
• W4212810849 hasConcept C2779334592 @default.
• W4212810849 hasConcept C2780375056 @default.
• W4212810849 hasConcept C2780803581 @default.
• W4212810849 hasConcept C41008148 @default.
• W4212810849 hasConcept C522805319 @default.
• W4212810849 hasConcept C556910895 @default.
• W4212810849 hasConcept C98254291 @default.
• W4212810849 hasConceptScore W4212810849C108583219 @default.
• W4212810849 hasConceptScore W4212810849C153180895 @default.
• W4212810849 hasConceptScore W4212810849C154945302 @default.
• W4212810849 hasConceptScore W4212810849C15744967 @default.
• W4212810849 hasConceptScore W4212810849C169760540 @default.
• W4212810849 hasConceptScore W4212810849C17755696 @default.
• W4212810849 hasConceptScore W4212810849C24998067 @default.
• W4212810849 hasConceptScore W4212810849C2778186239 @default.
• W4212810849 hasConceptScore W4212810849C2779246727 @default.
• W4212810849 hasConceptScore W4212810849C2779334592 @default.
• W4212810849 hasConceptScore W4212810849C2780375056 @default.
• W4212810849 hasConceptScore W4212810849C2780803581 @default.
• W4212810849 hasConceptScore W4212810849C41008148 @default.
• W4212810849 hasConceptScore W4212810849C522805319 @default.
• W4212810849 hasConceptScore W4212810849C556910895 @default.
• W4212810849 hasConceptScore W4212810849C98254291 @default.
• W4212810849 hasLocation W42128108491 @default.
• W4212810849 hasLocation W42128108492 @default.
• W4212810849 hasLocation W42128108493 @default.
• W4212810849 hasLocation W42128108494 @default.
• W4212810849 hasOpenAccess W4212810849 @default.
• W4212810849 hasPrimaryLocation W42128108491 @default.

• next