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FTSgof: White noise and goodness-of-fit tests for functional time series in R

Mihyun Kim, Gregory Rice, Chi-Kuang Yeh, Yuqian Zhao
University of West Virginia, University of Waterloo, McGill University, University of Sussex

September 25, 2024

Description

Implementation of the robust tools to 1) visualize and perform inference on the autocorrelation structure of time series of functional data objects, and 2) perform goodness-of-fit tests for popular functional time series models.

Installation

Install the R devtools package and run

devtools::install_github("veritasmih/FTSgof")

Reference

Kim, M., Rice, G, Zhao, Y and Yeh, C.-K. (2024+) FTSgof: White noise and goodness-of-fit tests for functional time series in R. arXiv.

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Version

Install

install.packages('FTSgof')

Monthly Downloads

167

Version

1.0.0

License

GPL-3

Issues

Pull Requests

Stars

Forks

Maintainer

Mihyun Kim

Last Published

October 3rd, 2024

Functions in FTSgof (1.0.0)

fport_eda

Exploratory Data Analysis for Functional Time Series.
rainbow3D

3D Rainbow Plot for Functional Time Series
sp500

S&P 500 Index Price Data
fport_wn

White Noise Hypothesis Tests for Functional Times Series
gof_far

Goodness-of-fit test for FAR(1)
fSACF_test

Test based on fSACF
gof_fGARCH

Goodness-of-fit Test for Functional ARCH/GARCH Model
OCIDR

Convert Original Price Data to OCIDRs
EF

Daily Eurodollar Futures Curves
dgp.fgarch

Functional ARCH/GARCH Process Generator
dgp.ou

Ornstein–Uhlenbeck Process Generator
fSACF

Functional Spherical Autocorrelation Function (fSACF) Plot
fACF

Functional Autocorrelation Function (fACF) Plot
dgp.far

FAR(p) Data Generator
fCH_test

Test for Conditional Heteroscedasticity of Functional Time Series
fACF_test

Test based on fACF
fport_gof

Goodness-of-fit Tests for Functional Times Series
Spanish_elec

Spanish electricity daily price profiles