Functional Change Point Detection and Analysis

Analyze functional data and its change points. Includes functionality to store and process data, summarize and validate assumptions, characterize and perform inference of change points, and provide visualizations. Data is stored as discretely collected observations without requiring the selection of basis functions. For more details see chapter 8 of Horvath and Rice (2024) . Additional papers are forthcoming. Focused works are also included in the documentation of corresponding functions.


fChange

R-CMD-check

fChange is an R package focused on change point and functional analysis for functional time series. The package contains functionality to store and process data, summarize and validate assumptions, characterize and perform inference of change points, and provide visualizations. Data is stored as discretely collected observations without requiring the selection of basis functions.

We recommend examining the package website for details and examples.

Installation

You can install the release version of the package on CRAN:

install.packages('fChange')

You can also install the development version of fChange from GitHub with:

# install.packages("devtools")
devtools::install_github("jrvanderdoes/fChange")

Reference manual

It appears you don't have a PDF plugin for this browser. You can click here to download the reference manual.

install.packages("fChange")

2.1.0 by Jeremy VanderDoes, a year ago


https://jrvanderdoes.github.io/fChange/


Browse source code at https://github.com/cran/fChange


Authors: Jeremy VanderDoes [aut, cre, cph] (ORCID: , Gregory Rice [aut] , Martin Wendler [aut]


Documentation:   PDF Manual  


GPL (>= 3) license


Imports dplyr, fastmatrix, fda, ftsa, ggplot2, ggpubr, graphics, grDevices, MASS, methods, plot3D, plotly, rainbow, RColorBrewer, Rcpp, RcppArmadillo, Rfast, sandwich, scales, stats, tensorA, tidyr, vars

Suggests CompQuadForm, fda.usc, forecast, funData, jmuOutlier, knitr, lattice, rmarkdown, testthat

Linking to Rcpp, RcppArmadillo


Suggested by ggchangepoint.


See at CRAN