Regularized Common Spatial Pattern with Aggregation (R-CSP-A) for EEG Classification
Matlab source codes for Regularized Common Spatial Pattern with Aggregation (R-CSP-A)
%[Algorithm]%
The matlab codes provided here implement the R-CSP-A algorithm presented in the
paper "R-CSP-A_TBME2010.pdf" included in this package:
Haiping Lu, How-Lung Eng, Cuntai Guan, K.N. Plataniotis, and A.N. Venetsanopoulos,
"Regularized Common Spatial Pattern With Aggregation for EEG Classification
in Small-Sample Setting",
IEEE Trans. on Biomedical Engineering,
Vol. 57, No. 12, pp. 2936-2946, Dec. 2010.
The following is an earlier conference version "RCSP_EMBC09.pdf"
Haiping Lu, K.N. Plataniotis, and A.N. Venetsanopoulos,
"Regularized Common Spatial Patterns with Generic Learning for EEG Signal Classification",
in Proceedings of the 31st Annual International Conference of the
IEEE Engineering in Medicine and Biology Society (EMBC), Sep., 2009.
[Files]
RegCsp.m: the Regularized Common Spatial Pattern (R-CSP) algorithm
demoR-CSP-Aggr.m: sample code for R-CSP aggregation
FDA.m: perform Fisher’s discriminant analysis (FDA)
---------------------------
%[Usages]%
Please refer to "demoR-CSP-Aggr.m" for example usage
---------------------------
%[Restriction]%
In all documents and papers reporting research work that uses the matlab codes
provided here, the respective author(s) must reference the following paper:
[1] Haiping Lu, How-Lung Eng, Cuntai Guan, K.N. Plataniotis, and A.N. Venetsanopoulos,
"Regularized Common Spatial Pattern With Aggregation for EEG
Classification in Small-Sample Setting",
IEEE Trans. on Biomedical Engineering,
Vol. 57, No. 12, pp. 2936-2946, Dec. 2010.
---------------------------
%[Additional Resources]%
The BibTeX file "RCSPpublications.bib" contains the BibTex for R-CSP-A and
related works. A related work "UMLDA_TNN09.pdf" is included too.
---------------------------
Citation pour cette source
Haiping Lu (2024). Regularized Common Spatial Pattern with Aggregation (R-CSP-A) for EEG Classification (https://www.mathworks.com/matlabcentral/fileexchange/35734-regularized-common-spatial-pattern-with-aggregation-r-csp-a-for-eeg-classi-cation), MATLAB Central File Exchange. Récupéré le .
Compatibilité avec les versions de MATLAB
Plateformes compatibles
Windows macOS LinuxCatégories
- Sciences > Neuroscience > Human Brain Mapping > EEG/MEG/ECoG >
- Sciences > Neuroscience > Brain Computer Interfaces >
- Engineering > Biomedical Engineering > Biomedical Signal Processing >
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RCSPCodes/
Version | Publié le | Notes de version | |
---|---|---|---|
1.0.0.0 |