Matches in SemOpenAlex for { <https://semopenalex.org/work/W2310533075> ?p ?o ?g. }
- W2310533075 endingPage "76" @default.
- W2310533075 startingPage "66" @default.
- W2310533075 abstract "An interval type-2 fuzzy support vector machine (IT2FSVM) is proposed to solve a classification problem which aims to classify three epileptic seizure phases (seizure-free, pre-seizure and seizure) from the electroencephalogram (EEG) captured from patients with neurological disorder symptoms. The effectiveness of the IT2FSVM classifier is evaluated based on a set of EEG samples which are collected from 10 patients at Peking university hospital. The EEG samples for the three seizure phases were captured by the 112 2-s 19 channel EEG epochs, where each patient was extracted for each sample. Feature extraction was used to reduce the feature vector of the EEG samples to 45 elements and the EEG samples with the reduced features are used for training the IT2FSVM classifier. The classification results obtained by the IT2FSVM are compared with three traditional classifiers namely Support Vector Machine, k-Nearest Neighbor and naive Bayes. The experimental results show that the IT2FSVM classifier is able to achieve superior learning capabilities with respect to the uncontaminated samples when compared with the three classifiers. In order to validate the level of robustness of the IT2FSVM, the original EEG samples are contaminated with Gaussian white noise at levels of 0.05, 0.1, 0.2 and 0.5. The simulation results show that the IT2FSVM classifier outperforms the traditional classifiers under the original dataset and also shows a high level of robustness when compared to the traditional classifiers with white Gaussian noise applied to it." @default.
- W2310533075 created "2016-06-24" @default.
- W2310533075 creator A5002102271 @default.
- W2310533075 creator A5004659892 @default.
- W2310533075 creator A5039207110 @default.
- W2310533075 creator A5041909892 @default.
- W2310533075 creator A5059514204 @default.
- W2310533075 creator A5068550413 @default.
- W2310533075 creator A5079852457 @default.
- W2310533075 date "2016-07-01" @default.
- W2310533075 modified "2023-09-27" @default.
- W2310533075 title "Classification of epilepsy seizure phase using interval type-2 fuzzy support vector machines" @default.
- W2310533075 cites W1817561967 @default.
- W2310533075 cites W1886118302 @default.
- W2310533075 cites W1973625153 @default.
- W2310533075 cites W1973880443 @default.
- W2310533075 cites W1979819271 @default.
- W2310533075 cites W1992021413 @default.
- W2310533075 cites W1992852845 @default.
- W2310533075 cites W1993452442 @default.
- W2310533075 cites W1994807229 @default.
- W2310533075 cites W2029025580 @default.
- W2310533075 cites W2036003637 @default.
- W2310533075 cites W2037238500 @default.
- W2310533075 cites W2039130949 @default.
- W2310533075 cites W2040854238 @default.
- W2310533075 cites W2041935121 @default.
- W2310533075 cites W2044144232 @default.
- W2310533075 cites W2046384674 @default.
- W2310533075 cites W2047094503 @default.
- W2310533075 cites W2048459251 @default.
- W2310533075 cites W2058669942 @default.
- W2310533075 cites W2059901265 @default.
- W2310533075 cites W2060367327 @default.
- W2310533075 cites W2067382523 @default.
- W2310533075 cites W2074357556 @default.
- W2310533075 cites W2086816834 @default.
- W2310533075 cites W2094410532 @default.
- W2310533075 cites W2097061078 @default.
- W2310533075 cites W2103232511 @default.
- W2310533075 cites W2106248027 @default.
- W2310533075 cites W2106732687 @default.
- W2310533075 cites W2114966857 @default.
- W2310533075 cites W2119565218 @default.
- W2310533075 cites W2120188606 @default.
- W2310533075 cites W2122120008 @default.
- W2310533075 cites W2126723482 @default.
- W2310533075 cites W2126930230 @default.
- W2310533075 cites W2129015601 @default.
- W2310533075 cites W2131153423 @default.
- W2310533075 cites W2132885717 @default.
- W2310533075 cites W2133218851 @default.
- W2310533075 cites W2137983211 @default.
- W2310533075 cites W2154940917 @default.
- W2310533075 cites W2156145910 @default.
- W2310533075 cites W2159025673 @default.
- W2310533075 cites W2167257481 @default.
- W2310533075 cites W4248307879 @default.
- W2310533075 doi "https://doi.org/10.1016/j.neucom.2016.03.033" @default.
- W2310533075 hasPublicationYear "2016" @default.
- W2310533075 type Work @default.
- W2310533075 sameAs 2310533075 @default.
- W2310533075 citedByCount "28" @default.
- W2310533075 countsByYear W23105330752016 @default.
- W2310533075 countsByYear W23105330752017 @default.
- W2310533075 countsByYear W23105330752018 @default.
- W2310533075 countsByYear W23105330752019 @default.
- W2310533075 countsByYear W23105330752020 @default.
- W2310533075 countsByYear W23105330752021 @default.
- W2310533075 countsByYear W23105330752022 @default.
- W2310533075 countsByYear W23105330752023 @default.
- W2310533075 crossrefType "journal-article" @default.
- W2310533075 hasAuthorship W2310533075A5002102271 @default.
- W2310533075 hasAuthorship W2310533075A5004659892 @default.
- W2310533075 hasAuthorship W2310533075A5039207110 @default.
- W2310533075 hasAuthorship W2310533075A5041909892 @default.
- W2310533075 hasAuthorship W2310533075A5059514204 @default.
- W2310533075 hasAuthorship W2310533075A5068550413 @default.
- W2310533075 hasAuthorship W2310533075A5079852457 @default.
- W2310533075 hasBestOaLocation W23105330752 @default.
- W2310533075 hasConcept C104317684 @default.
- W2310533075 hasConcept C118552586 @default.
- W2310533075 hasConcept C12267149 @default.
- W2310533075 hasConcept C153180895 @default.
- W2310533075 hasConcept C154945302 @default.
- W2310533075 hasConcept C185592680 @default.
- W2310533075 hasConcept C2778186239 @default.
- W2310533075 hasConcept C2779334592 @default.
- W2310533075 hasConcept C28490314 @default.
- W2310533075 hasConcept C41008148 @default.
- W2310533075 hasConcept C52001869 @default.
- W2310533075 hasConcept C522805319 @default.
- W2310533075 hasConcept C52622490 @default.
- W2310533075 hasConcept C55493867 @default.
- W2310533075 hasConcept C63479239 @default.
- W2310533075 hasConcept C71924100 @default.
- W2310533075 hasConcept C83665646 @default.
- W2310533075 hasConcept C95623464 @default.