Dimension Reduction#

These examples illustrate the use of the FDApy.preprocessing.dim_reduction module. It contains various functionalities to reduce the dimension of functional data.

FPCA of 1-dimensional data

FPCA of 1-dimensional data

FPCA of 1-dimensional sparse data

FPCA of 1-dimensional sparse data

FPCA of 2-dimensional data

FPCA of 2-dimensional data

MFPCA of 1-dimensional data

MFPCA of 1-dimensional data

MFPCA of 2-dimensional data

MFPCA of 2-dimensional data

MFPCA of 1- and 2-dimensional data

MFPCA of 1- and 2-dimensional data

MFPCA of 1-dimensional sparse data

MFPCA of 1-dimensional sparse data