Matches in SemOpenAlex for { <https://semopenalex.org/work/W2913374038> ?p ?o ?g. }
- W2913374038 endingPage "13" @default.
- W2913374038 startingPage "1" @default.
- W2913374038 abstract "This paper proposes a novel classification framework and a novel data reduction method to distinguish multiclass motor imagery (MI) electroencephalography (EEG) for brain computer interface (BCI) based on the manifold of covariance matrices in a Riemannian perspective. For method 1, a subject-specific decision tree (SSDT) framework with filter geodesic minimum distance to Riemannian mean (FGMDRM) is designed to identify MI tasks and reduce the classification error in the nonseparable region of FGMDRM. Method 2 includes a feature extraction algorithm and a classification algorithm. The feature extraction algorithm combines semisupervised joint mutual information (semi-JMI) with general discriminate analysis (GDA), namely, SJGDA, to reduce the dimension of vectors in the Riemannian tangent plane. And the classification algorithm replaces the FGMDRM in method 1 with k-nearest neighbor (KNN), named SSDT-KNN. By applying method 2 on BCI competition IV dataset 2a, the kappa value has been improved from 0.57 to 0.607 compared to the winner of dataset 2a. And method 2 also obtains high recognition rate on the other two datasets." @default.
- W2913374038 created "2019-02-21" @default.
- W2913374038 creator A5028268537 @default.
- W2913374038 creator A5047541522 @default.
- W2913374038 creator A5060463557 @default.
- W2913374038 date "2019-01-21" @default.
- W2913374038 modified "2023-10-18" @default.
- W2913374038 title "Motor Imagery EEG Classification Based on Decision Tree Framework and Riemannian Geometry" @default.
- W2913374038 cites W1922922725 @default.
- W2913374038 cites W1947363732 @default.
- W2913374038 cites W1965769973 @default.
- W2913374038 cites W1969878365 @default.
- W2913374038 cites W1990453603 @default.
- W2913374038 cites W1996490503 @default.
- W2913374038 cites W2028138594 @default.
- W2913374038 cites W2032236594 @default.
- W2913374038 cites W2035715639 @default.
- W2913374038 cites W2041657594 @default.
- W2913374038 cites W2053186076 @default.
- W2913374038 cites W2057219090 @default.
- W2913374038 cites W2082070408 @default.
- W2913374038 cites W2096597330 @default.
- W2913374038 cites W2101629643 @default.
- W2913374038 cites W2106006415 @default.
- W2913374038 cites W2110863214 @default.
- W2913374038 cites W2125283600 @default.
- W2913374038 cites W2130646889 @default.
- W2913374038 cites W2135378997 @default.
- W2913374038 cites W2142260217 @default.
- W2913374038 cites W2152119085 @default.
- W2913374038 cites W2183603928 @default.
- W2913374038 cites W2202183074 @default.
- W2913374038 cites W2464293894 @default.
- W2913374038 cites W2602279467 @default.
- W2913374038 cites W2623012606 @default.
- W2913374038 cites W2764112710 @default.
- W2913374038 cites W2765826006 @default.
- W2913374038 cites W2767333869 @default.
- W2913374038 cites W2789551001 @default.
- W2913374038 cites W2807418021 @default.
- W2913374038 cites W3124042536 @default.
- W2913374038 cites W783096245 @default.
- W2913374038 doi "https://doi.org/10.1155/2019/5627156" @default.
- W2913374038 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/6360593" @default.
- W2913374038 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/30804988" @default.
- W2913374038 hasPublicationYear "2019" @default.
- W2913374038 type Work @default.
- W2913374038 sameAs 2913374038 @default.
- W2913374038 citedByCount "42" @default.
- W2913374038 countsByYear W29133740382019 @default.
- W2913374038 countsByYear W29133740382020 @default.
- W2913374038 countsByYear W29133740382021 @default.
- W2913374038 countsByYear W29133740382022 @default.
- W2913374038 countsByYear W29133740382023 @default.
- W2913374038 crossrefType "journal-article" @default.
- W2913374038 hasAuthorship W2913374038A5028268537 @default.
- W2913374038 hasAuthorship W2913374038A5047541522 @default.
- W2913374038 hasAuthorship W2913374038A5060463557 @default.
- W2913374038 hasBestOaLocation W29133740381 @default.
- W2913374038 hasConcept C118552586 @default.
- W2913374038 hasConcept C134306372 @default.
- W2913374038 hasConcept C153180895 @default.
- W2913374038 hasConcept C154945302 @default.
- W2913374038 hasConcept C15744967 @default.
- W2913374038 hasConcept C165818556 @default.
- W2913374038 hasConcept C173201364 @default.
- W2913374038 hasConcept C181104567 @default.
- W2913374038 hasConcept C2524010 @default.
- W2913374038 hasConcept C2779593128 @default.
- W2913374038 hasConcept C33923547 @default.
- W2913374038 hasConcept C41008148 @default.
- W2913374038 hasConcept C522805319 @default.
- W2913374038 hasConcept C52622490 @default.
- W2913374038 hasConcept C54808283 @default.
- W2913374038 hasConcept C70518039 @default.
- W2913374038 hasConcept C84525736 @default.
- W2913374038 hasConceptScore W2913374038C118552586 @default.
- W2913374038 hasConceptScore W2913374038C134306372 @default.
- W2913374038 hasConceptScore W2913374038C153180895 @default.
- W2913374038 hasConceptScore W2913374038C154945302 @default.
- W2913374038 hasConceptScore W2913374038C15744967 @default.
- W2913374038 hasConceptScore W2913374038C165818556 @default.
- W2913374038 hasConceptScore W2913374038C173201364 @default.
- W2913374038 hasConceptScore W2913374038C181104567 @default.
- W2913374038 hasConceptScore W2913374038C2524010 @default.
- W2913374038 hasConceptScore W2913374038C2779593128 @default.
- W2913374038 hasConceptScore W2913374038C33923547 @default.
- W2913374038 hasConceptScore W2913374038C41008148 @default.
- W2913374038 hasConceptScore W2913374038C522805319 @default.
- W2913374038 hasConceptScore W2913374038C52622490 @default.
- W2913374038 hasConceptScore W2913374038C54808283 @default.
- W2913374038 hasConceptScore W2913374038C70518039 @default.
- W2913374038 hasConceptScore W2913374038C84525736 @default.
- W2913374038 hasLocation W29133740381 @default.
- W2913374038 hasLocation W29133740382 @default.
- W2913374038 hasLocation W29133740383 @default.
- W2913374038 hasLocation W29133740384 @default.
- W2913374038 hasLocation W29133740385 @default.