FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2810364570> ?p ?o ?g. }

• W2810364570 abstract "This paper proposes a novel method for the early detection of ictal activity in epileptic patients. The detection system relies on features extracted from multi-channel EEG data collected from pediatric patients undergoing video-EEG monitoring. Two types of EEG features are extracted from each patient's EEG data; frequency-specific energy levels in the EEG data and the amount of neural synchrony displayed between the EEG channels. Prior to energy extraction, the EEG data undergoes a signal enhancement step designed to improve the differentiation between seizure and non-seizure EEG and enhance performance of the detector. Synchronization levels are calculated by evaluating the condition number (CN) of EEG data. The features are then fused to form a single feature vector for classification by two separate machine learning algorithm, support vector machine (SVM) and a feed-forward neural network. The proposed method achieves a sensitivity of 100%, detection latency of 2.74 seconds, and a false positive rate of 2.69 per hours for SVM based detection. Neural network based detection decreases the false positive rate by 47.9% from SVM based detection. The novality of this work lies in exploiting the benefits of combining both features prior to classification and training the detector using two machine learning algorithms. It is shown that the proposed system outperforms state-of-the-art detectors in terms of sensitivity and detection latency." @default.
• W2810364570 created "2018-07-10" @default.
• W2810364570 creator A5002847514 @default.
• W2810364570 creator A5010196813 @default.
• W2810364570 date "2017-12-01" @default.
• W2810364570 modified "2023-10-03" @default.
• W2810364570 title "A machine learning algorithm for the automatic detection of ictal activity using energy and synchronization features" @default.
• W2810364570 cites W1923498439 @default.
• W2810364570 cites W1995165836 @default.
• W2810364570 cites W2019664149 @default.
• W2810364570 cites W2025468352 @default.
• W2810364570 cites W2025668297 @default.
• W2810364570 cites W2041935121 @default.
• W2810364570 cites W2048124453 @default.
• W2810364570 cites W2052466231 @default.
• W2810364570 cites W2077270692 @default.
• W2810364570 cites W2080146971 @default.
• W2810364570 cites W2087008353 @default.
• W2810364570 cites W2113894235 @default.
• W2810364570 cites W2113957296 @default.
• W2810364570 cites W2117504492 @default.
• W2810364570 cites W2129547735 @default.
• W2810364570 cites W2170589179 @default.
• W2810364570 cites W2316469882 @default.
• W2810364570 cites W2502209207 @default.
• W2810364570 cites W2728974037 @default.
• W2810364570 cites W606935894 @default.
• W2810364570 doi "https://doi.org/10.1109/isspit.2017.8388668" @default.
• W2810364570 hasPublicationYear "2017" @default.
• W2810364570 type Work @default.
• W2810364570 sameAs 2810364570 @default.
• W2810364570 citedByCount "3" @default.
• W2810364570 countsByYear W28103645702021 @default.
• W2810364570 countsByYear W28103645702023 @default.
• W2810364570 crossrefType "proceedings-article" @default.
• W2810364570 hasAuthorship W2810364570A5002847514 @default.
• W2810364570 hasAuthorship W2810364570A5010196813 @default.
• W2810364570 hasConcept C105795698 @default.
• W2810364570 hasConcept C118552586 @default.
• W2810364570 hasConcept C12267149 @default.
• W2810364570 hasConcept C127162648 @default.
• W2810364570 hasConcept C127413603 @default.
• W2810364570 hasConcept C153180895 @default.
• W2810364570 hasConcept C154945302 @default.
• W2810364570 hasConcept C15744967 @default.
• W2810364570 hasConcept C17755696 @default.
• W2810364570 hasConcept C186370098 @default.
• W2810364570 hasConcept C21200559 @default.
• W2810364570 hasConcept C24326235 @default.
• W2810364570 hasConcept C2778562939 @default.
• W2810364570 hasConcept C2779334592 @default.
• W2810364570 hasConcept C31258907 @default.
• W2810364570 hasConcept C33923547 @default.
• W2810364570 hasConcept C41008148 @default.
• W2810364570 hasConcept C50644808 @default.
• W2810364570 hasConcept C522805319 @default.
• W2810364570 hasConcept C52622490 @default.
• W2810364570 hasConcept C76155785 @default.
• W2810364570 hasConcept C82876162 @default.
• W2810364570 hasConcept C94915269 @default.
• W2810364570 hasConcept C95922358 @default.
• W2810364570 hasConceptScore W2810364570C105795698 @default.
• W2810364570 hasConceptScore W2810364570C118552586 @default.
• W2810364570 hasConceptScore W2810364570C12267149 @default.
• W2810364570 hasConceptScore W2810364570C127162648 @default.
• W2810364570 hasConceptScore W2810364570C127413603 @default.
• W2810364570 hasConceptScore W2810364570C153180895 @default.
• W2810364570 hasConceptScore W2810364570C154945302 @default.
• W2810364570 hasConceptScore W2810364570C15744967 @default.
• W2810364570 hasConceptScore W2810364570C17755696 @default.
• W2810364570 hasConceptScore W2810364570C186370098 @default.
• W2810364570 hasConceptScore W2810364570C21200559 @default.
• W2810364570 hasConceptScore W2810364570C24326235 @default.
• W2810364570 hasConceptScore W2810364570C2778562939 @default.
• W2810364570 hasConceptScore W2810364570C2779334592 @default.
• W2810364570 hasConceptScore W2810364570C31258907 @default.
• W2810364570 hasConceptScore W2810364570C33923547 @default.
• W2810364570 hasConceptScore W2810364570C41008148 @default.
• W2810364570 hasConceptScore W2810364570C50644808 @default.
• W2810364570 hasConceptScore W2810364570C522805319 @default.
• W2810364570 hasConceptScore W2810364570C52622490 @default.
• W2810364570 hasConceptScore W2810364570C76155785 @default.
• W2810364570 hasConceptScore W2810364570C82876162 @default.
• W2810364570 hasConceptScore W2810364570C94915269 @default.
• W2810364570 hasConceptScore W2810364570C95922358 @default.
• W2810364570 hasLocation W28103645701 @default.
• W2810364570 hasOpenAccess W2810364570 @default.
• W2810364570 hasPrimaryLocation W28103645701 @default.
• W2810364570 hasRelatedWork W2011484846 @default.
• W2810364570 hasRelatedWork W2092708878 @default.
• W2810364570 hasRelatedWork W2342453702 @default.
• W2810364570 hasRelatedWork W2521265470 @default.
• W2810364570 hasRelatedWork W2610253198 @default.
• W2810364570 hasRelatedWork W2621157552 @default.
• W2810364570 hasRelatedWork W2765567338 @default.
• W2810364570 hasRelatedWork W2783904230 @default.
• W2810364570 hasRelatedWork W2797368036 @default.
• W2810364570 hasRelatedWork W2903709507 @default.
• W2810364570 hasRelatedWork W2910179345 @default.
• W2810364570 hasRelatedWork W2920599647 @default.

• next