Examples

Examples of several functionalities of the package.

Boxplot

Boxplot

Classification methods

Classification methods

Clustering

Clustering

Depth based classification

Depth based classification

Discretized function representation

Discretized function representation

Elastic registration

Elastic registration

Exploring data

Exploring data

Extrapolation

Extrapolation

Function composition

Function composition

Functional Diffusion Maps

Functional Diffusion Maps

Functional Linear Regression with multivariate covariates.

Functional Linear Regression with multivariate covariates.

Functional Principal Component Analysis

Functional Principal Component Analysis

Functional Principal Component Analysis Regression.

Functional Principal Component Analysis Regression.

Interpolation

Interpolation

K-nearest neighbors classification

K-nearest neighbors classification

Kernel Regression

Kernel Regression

Kernel Smoothing

Kernel Smoothing

Landmark registration

Landmark registration

Landmark shift

Landmark shift

Magnitude-Shape Plot

Magnitude-Shape Plot

Magnitude-Shape Plot synthetic example

Magnitude-Shape Plot synthetic example

Meteorological data: data visualization, clustering, and functional PCA

Meteorological data: data visualization, clustering, and functional PCA

Mixed effects model for irregular data

Mixed effects model for irregular data

Mixed effects model for irregular data: robustness of the conversion by decimation

Mixed effects model for irregular data: robustness of the conversion by decimation

Neighbors Functional Regression

Neighbors Functional Regression

Neighbors Scalar Regression

Neighbors Scalar Regression

One-way functional ANOVA with real data

One-way functional ANOVA with real data

One-way functional ANOVA with synthetic data

One-way functional ANOVA with synthetic data

Outlier detection with FPCA

Outlier detection with FPCA

Pairwise alignment

Pairwise alignment

Radius neighbors classification

Radius neighbors classification

Representation of functional data

Representation of functional data

SDE simulation: Langevin dynamics

SDE simulation: Langevin dynamics

SDE simulation: creating synthetic datasets using SDEs

SDE simulation: creating synthetic datasets using SDEs

Shift Registration

Shift Registration

Spectrometric data: derivatives, regression, and variable selection

Spectrometric data: derivatives, regression, and variable selection

Surface Boxplot

Surface Boxplot

Voice signals: smoothing, registration, and classification

Voice signals: smoothing, registration, and classification

Expand scikit-fda

Examples of how to expand the functionality of scikit-fda with custom behaviors.

Creating a new basis

Creating a new basis

Creating a new interpolation or extrapolation strategy

Creating a new interpolation or extrapolation strategy