funcharts - Functional Control Charts
Provides functional control charts for statistical process monitoring of functional data, using the methods of Capezza et al. (2020) <doi:10.1002/asmb.2507>, Centofanti et al. (2021) <doi:10.1080/00401706.2020.1753581>, Capezza et al. (2024) <doi:10.1080/00401706.2024.2327346>, Capezza et al. (2024) <doi:10.1080/00224065.2024.2383674>, Centofanti et al. (2022) <arXiv:2205.06256>. The package is thoroughly illustrated in the paper of Capezza et al (2023) <doi:10.1080/00224065.2023.2219012>.
Last updated 8 days ago
6.48 score 2 stars 150 scripts 369 downloadsadass - Adaptive Smoothing Spline (AdaSS) Estimator for the Function-on-Function Linear Regression
Implements the adaptive smoothing spline estimator for the function-on-function linear regression model described in Centofanti et al. (2023) <doi:10.1007/s00180-022-01223-6>.
Last updated 4 months ago
3.30 score 2 stars 20 scripts 295 downloadsrofanova - Robust Functional Analysis of Variance
Implements the robust functional analysis of variance (RoFANOVA), described in Centofanti et al. (2021) <arXiv:2112.10643>. It allows testing mean differences among groups of functional data by being robust against the presence of outliers.
Last updated 3 years ago
3.22 score 1 packages 11 scripts 129 downloadsslasso - S-LASSO Estimator for the Function-on-Function Linear Regression
Implements the smooth LASSO estimator for the function-on-function linear regression model described in Centofanti et al. (2020) <arXiv:2007.00529>.
Last updated 3 years ago
2.74 score 1 stars 11 scripts 166 downloadssasfunclust - Sparse and Smooth Functional Clustering
Implements the sparse and smooth functional clustering (SaS-Funclust) method (Centofanti et al. (2021) <arXiv:2103.15224>) that aims to classify a sample of curves into homogeneous groups while jointly detecting the most informative portions of domain.
Last updated 4 years ago
2.70 score 1 stars 9 scripts 137 downloads