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- W4316463973 abstract "Common Spatial Patterns (CSP) is a widely used method to analyse electroencephalography (EEG) data, concerning the supervised classification of the activity of brain. More generally, it can be useful to distinguish between multivariate signals recorded during a time span for two different classes. CSP is based on the simultaneous diagonalization of the average covariance matrices of signals from both classes and it allows the data to be projected into a low-dimensional subspace. Once the data are represented in a low-dimensional subspace, a classification step must be carried out. The original CSP method is based on the Euclidean distance between signals, and here we extend it so that it can be applied on any appropriate distance for data at hand. Both the classical CSP and the new Distance-Based CSP (DB-CSP) are implemented in an R package, called dbcsp." @default.
- W4316463973 created "2023-01-16" @default.
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- W4316463973 date "2022-12-20" @default.
- W4316463973 modified "2023-10-12" @default.
- W4316463973 title "dbcsp: User-friendly R package for Distance-Based Common Spatial Patterns" @default.
- W4316463973 doi "https://doi.org/10.32614/rj-2022-044" @default.
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