Machine learning#

Examples the machine learning methods (clustering, classification and regression) for functional data that can be used in scikit-fda.

Classification methods

Classification methods

Clustering

Clustering

Depth based classification

Depth based classification

Functional Linear Regression with multivariate covariates.

Functional Linear Regression with multivariate covariates.

Functional Principal Component Analysis Regression.

Functional Principal Component Analysis Regression.

K-nearest neighbors classification

K-nearest neighbors classification

Kernel Regression

Kernel Regression

Neighbors Functional Regression

Neighbors Functional Regression

Neighbors Scalar Regression

Neighbors Scalar Regression

Radius neighbors classification

Radius neighbors classification