Numeric.Statistics.PCA

Principal Components Analysis

Documentation

pca :: Array Int (Vector Double) -> Double -> Matrix Double

find the n principal components of multidimensional data

pcaTransform

Arguments

:: Array Int (Vector Double)

the data

-> Matrix Double

the principal components

-> Array Int (Vector Double)

the transformed data

perform a PCA transform of the original data (remove mean) | Final = M^T Data^T

pcaReduce

Arguments

:: Array Int (Vector Double)

the data

-> Double

eigenvalue threshold

-> Array Int (Vector Double)

the reduced data, with n principal components

perform a dimension-reducing PCA modification