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Computational and Mathematical Methods in Medicine
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Computational and Mathematical Methods in Medicine
/
2018
/
Article
/
Alg 1
Research Article
Transfer Kernel Common Spatial Patterns for Motor Imagery Brain-Computer Interface Classification
Algorithm 1
Kernel common spatial pattern algorithms.
Input: Data
.
Output: Common spatial patterns
,
and common spatial filters
.
(
1) Compute spatial covariance matrix
by (
1
)
and the total spatial covariance matrix is
.
(
2) Eigen decomposition
;
whitening transformation
.
(
3) Transform covariance matrices
.
and eigen decomposition
.
(
4) Construct the spatial filter
.