Examples

Basis

Examples concerning the FDApy.basis module.

Multivariate Basis of one-dimensional data

Multivariate Basis of one-dimensional data

One-dimensional Basis

One-dimensional Basis

Two-dimensional Basis

Two-dimensional Basis

Multivariate Basis of multi-dimensional data

Multivariate Basis of multi-dimensional data

Multivariate Basis of two-dimensional data

Multivariate Basis of two-dimensional data

Real data analysis

Examples of analysis of real datasets.

Canadian weather dataset

Canadian weather dataset

Dimension Reduction

Examples concerning the FDApy.preprocessing.dim_reduction module.

FPCA of 2-dimensional data

FPCA of 2-dimensional data

FPCA of 1-dimensional data

FPCA of 1-dimensional data

FPCA of 1-dimensional sparse data

FPCA of 1-dimensional sparse data

MFPCA of 1- and 2-dimensional data

MFPCA of 1- and 2-dimensional data

MFPCA of 2-dimensional data

MFPCA of 2-dimensional data

MFPCA of 1-dimensional data

MFPCA of 1-dimensional data

MFPCA of 1-dimensional sparse data

MFPCA of 1-dimensional sparse data

Representation

Examples concerning the FDApy.representation module.

Representation of univariate and dense functional data

Representation of univariate and dense functional data

Smoothing of dense two-dimensional functional data

Smoothing of dense two-dimensional functional data

Smoothing of dense one-dimensional functional data

Smoothing of dense one-dimensional functional data

Representation of univariate and irregular functional data

Representation of univariate and irregular functional data

Representation of multivariate functional data

Representation of multivariate functional data

Simulation

Examples concerning the FDApy.simulation module.

Simulation of Brownian motion

Simulation of Brownian motion

Simulation of clusters of univariate functional data

Simulation of clusters of univariate functional data

Simulation of clusters of multivariate functional data

Simulation of clusters of multivariate functional data

Simulation using Karhunen-Loève decomposition

Simulation using Karhunen-Loève decomposition

Simulation of functional data

Simulation of functional data

Simulation using multivariate Karhunen-Loève decomposition

Simulation using multivariate Karhunen-Loève decomposition

Smoothing

Examples concerning the FDApy.preprocessing.smoothing module.

Smoothing of 1D data using P-Splines

Smoothing of 1D data using P-Splines

Smoothing of 1D data using local polynomial regression

Smoothing of 1D data using local polynomial regression

Smoothing of 2D data using P-Splines

Smoothing of 2D data using P-Splines

Smoothing of 2D data using local polynomial regression

Smoothing of 2D data using local polynomial regression