Expand description
Methods for uncorrelating data
Whitening refers to a collection of methods that, given in input a matrix X
of records with
covariance matrix = sigma
, output a whitening matrix W
such that W.T
dot W
= sigma
.
Appliyng the whitening matrix W
to the input data gives a new data matrix Y
of the same
size as the input such that Y
has
unit diagonal (white) covariance matrix.
Structs§
- Fitted
Whitener - Struct that can be used to whiten data. Data will be scaled according to the whitening matrix learned during fitting. Obtained by fitting a Whitener.
- Whitener
- Struct that can be fitted to the input data to obtain the related whitening matrix. Fitting returns a FittedWhitener struct that can be used to apply the whitening transformation to the input data.