Matches in SemOpenAlex for { <https://semopenalex.org/work/W2074025126> ?p ?o ?g. }
- W2074025126 endingPage "157" @default.
- W2074025126 startingPage "147" @default.
- W2074025126 abstract "In this paper, a new approach based on eigen-systems pseudo-spectral estimation methods, namely Eigenvector (EV) and MUSIC, and Multiple Layer Perceptron (MLP) neural network is introduced. In this approach, the calculated EEG (electroencephalogram) spectrum is divided into smaller frequency sub-bands. Then, a set of features, {maximum, entropy, average, standard deviation, mobility}, are extracted from these sub-bands. Next, incorporating a set of the EEG time domain features {standard deviation, complexity measure} with the spectral feature set, a feature vector is formed. The feature vector is then fetched into a MLP neural network to classify the signal into the following three states: normal (healthy), epileptic patient signal in a seizure-free interval (inter-ictal), and epileptic patient signal in a full seizure interval (ictal). The experimental results show that the classification of the EEG signals maybe achieved with approximately 97.5% accuracy and the variance of 0.095% using an available public EEG signals database. The results are among the best reported methods for classifying the three states aforementioned. This is a high speed with high accuracy as well as low misclassifying rate method so it can make the practical and real-time detection of this chronic disease feasible." @default.
- W2074025126 created "2016-06-24" @default.
- W2074025126 creator A5023842961 @default.
- W2074025126 creator A5049490518 @default.
- W2074025126 date "2010-04-01" @default.
- W2074025126 modified "2023-09-27" @default.
- W2074025126 title "Epilepsy seizure detection using eigen-system spectral estimation and Multiple Layer Perceptron neural network" @default.
- W2074025126 cites W1545776070 @default.
- W2074025126 cites W1999485133 @default.
- W2074025126 cites W2028070629 @default.
- W2074025126 cites W2040375532 @default.
- W2074025126 cites W2048512832 @default.
- W2074025126 cites W2053744708 @default.
- W2074025126 cites W2074904330 @default.
- W2074025126 cites W2092634008 @default.
- W2074025126 cites W2095473347 @default.
- W2074025126 cites W2096847402 @default.
- W2074025126 cites W2113894235 @default.
- W2074025126 cites W2122923860 @default.
- W2074025126 cites W2147922421 @default.
- W2074025126 cites W2158468574 @default.
- W2074025126 doi "https://doi.org/10.1016/j.bspc.2010.01.004" @default.
- W2074025126 hasPublicationYear "2010" @default.
- W2074025126 type Work @default.
- W2074025126 sameAs 2074025126 @default.
- W2074025126 citedByCount "53" @default.
- W2074025126 countsByYear W20740251262012 @default.
- W2074025126 countsByYear W20740251262013 @default.
- W2074025126 countsByYear W20740251262014 @default.
- W2074025126 countsByYear W20740251262015 @default.
- W2074025126 countsByYear W20740251262016 @default.
- W2074025126 countsByYear W20740251262017 @default.
- W2074025126 countsByYear W20740251262018 @default.
- W2074025126 countsByYear W20740251262019 @default.
- W2074025126 countsByYear W20740251262020 @default.
- W2074025126 countsByYear W20740251262021 @default.
- W2074025126 countsByYear W20740251262022 @default.
- W2074025126 countsByYear W20740251262023 @default.
- W2074025126 crossrefType "journal-article" @default.
- W2074025126 hasAuthorship W2074025126A5023842961 @default.
- W2074025126 hasAuthorship W2074025126A5049490518 @default.
- W2074025126 hasConcept C105795698 @default.
- W2074025126 hasConcept C118552586 @default.
- W2074025126 hasConcept C12267149 @default.
- W2074025126 hasConcept C138885662 @default.
- W2074025126 hasConcept C153180895 @default.
- W2074025126 hasConcept C154945302 @default.
- W2074025126 hasConcept C15744967 @default.
- W2074025126 hasConcept C17755696 @default.
- W2074025126 hasConcept C179717631 @default.
- W2074025126 hasConcept C22679943 @default.
- W2074025126 hasConcept C2776401178 @default.
- W2074025126 hasConcept C2779334592 @default.
- W2074025126 hasConcept C28490314 @default.
- W2074025126 hasConcept C33923547 @default.
- W2074025126 hasConcept C41008148 @default.
- W2074025126 hasConcept C41895202 @default.
- W2074025126 hasConcept C50644808 @default.
- W2074025126 hasConcept C522805319 @default.
- W2074025126 hasConcept C60908668 @default.
- W2074025126 hasConcept C83665646 @default.
- W2074025126 hasConceptScore W2074025126C105795698 @default.
- W2074025126 hasConceptScore W2074025126C118552586 @default.
- W2074025126 hasConceptScore W2074025126C12267149 @default.
- W2074025126 hasConceptScore W2074025126C138885662 @default.
- W2074025126 hasConceptScore W2074025126C153180895 @default.
- W2074025126 hasConceptScore W2074025126C154945302 @default.
- W2074025126 hasConceptScore W2074025126C15744967 @default.
- W2074025126 hasConceptScore W2074025126C17755696 @default.
- W2074025126 hasConceptScore W2074025126C179717631 @default.
- W2074025126 hasConceptScore W2074025126C22679943 @default.
- W2074025126 hasConceptScore W2074025126C2776401178 @default.
- W2074025126 hasConceptScore W2074025126C2779334592 @default.
- W2074025126 hasConceptScore W2074025126C28490314 @default.
- W2074025126 hasConceptScore W2074025126C33923547 @default.
- W2074025126 hasConceptScore W2074025126C41008148 @default.
- W2074025126 hasConceptScore W2074025126C41895202 @default.
- W2074025126 hasConceptScore W2074025126C50644808 @default.
- W2074025126 hasConceptScore W2074025126C522805319 @default.
- W2074025126 hasConceptScore W2074025126C60908668 @default.
- W2074025126 hasConceptScore W2074025126C83665646 @default.
- W2074025126 hasIssue "2" @default.
- W2074025126 hasLocation W20740251261 @default.
- W2074025126 hasOpenAccess W2074025126 @default.
- W2074025126 hasPrimaryLocation W20740251261 @default.
- W2074025126 hasRelatedWork W1605844542 @default.
- W2074025126 hasRelatedWork W2065801586 @default.
- W2074025126 hasRelatedWork W2074025126 @default.
- W2074025126 hasRelatedWork W2092708878 @default.
- W2074025126 hasRelatedWork W2249570950 @default.
- W2074025126 hasRelatedWork W2378448154 @default.
- W2074025126 hasRelatedWork W3106494386 @default.
- W2074025126 hasRelatedWork W3173598009 @default.
- W2074025126 hasRelatedWork W2187500075 @default.
- W2074025126 hasRelatedWork W3128183380 @default.
- W2074025126 hasVolume "5" @default.
- W2074025126 isParatext "false" @default.
- W2074025126 isRetracted "false" @default.