Examples of several functionalities of the package.
Discretized function representation
Functional Principal Component Analysis
Functional Principal Component Analysis Regression.
K-nearest neighbors classification
Magnitude-Shape Plot synthetic example
Neighbors Functional Regression
One-way functional ANOVA with real data
One-way functional ANOVA with synthetic data
Radius neighbors classification
Representation of functional data
Examples of how to expand the functionality of scikit-fda with custom behaviors.
Creating a new interpolation or extrapolation strategy
Examples of complete analyses showcasing the main functionalities of the scikit-fda package, presented at the 34th IEEE International Conference on Tools with Artificial Intelligence (ICTAI).
Meteorological data: data visualization, clustering, and functional PCA
Spectrometric data: derivatives, regression, and variable selection
Voice signals: smoothing, registration, and classification