EstemPMM: Polynomial Maximization Method for Non-Gaussian Regression

Implements the Polynomial Maximization Method ('PMM') for parameter estimation in linear and time series models when error distributions deviate from normality. The 'PMM2' variant achieves lower variance parameter estimates compared to ordinary least squares ('OLS') when errors exhibit significant skewness. The 'PMM3' variant (S=3) targets symmetric platykurtic error distributions, reducing variance when excess kurtosis is negative. Includes automatic method selection ('pmm_dispatch'), linear regression, 'AR'/'MA'/'ARMA'/'ARIMA' models, and bootstrap inference. Methodology described in Zabolotnii, Warsza, and Tkachenko (2018) <doi:10.1007/978-3-319-77179-3_75>, Zabolotnii, Tkachenko, and Warsza (2022) <doi:10.1007/978-3-031-03502-9_37>, and Zabolotnii, Tkachenko, and Warsza (2023) <doi:10.1007/978-3-031-25844-2_21>.

Version: 0.3.1
Depends: R (≥ 3.5.0)
Imports: methods, stats, graphics, utils
Suggests: dplyr, ggplot2, gridExtra, testthat (≥ 3.0.0), rmarkdown, knitr, MASS, numDeriv
Published: 2026-04-07
DOI: 10.32614/CRAN.package.EstemPMM
Author: Serhii Zabolotnii ORCID iD [aut, cre]
Maintainer: Serhii Zabolotnii <zabolotniua at gmail.com>
BugReports: https://github.com/SZabolotnii/EstemPMM/issues
License: GPL-3
URL: https://github.com/SZabolotnii/EstemPMM
NeedsCompilation: no
Materials: README, NEWS
CRAN checks: EstemPMM results

Documentation:

Reference manual: EstemPMM.html , EstemPMM.pdf
Vignettes: Bootstrap Inference for PMM2 Models (source, R code)
Introduction to PMM2: Polynomial Maximization Method (source, R code)
PMM2 for Time Series: AR, MA, ARMA, ARIMA, and Seasonal Models (source, R code)
PMM3: Linear Regression for Symmetric Platykurtic Errors (source, R code)
PMM3 for Time Series: AR, MA, ARMA, and ARIMA Models (source, R code)

Downloads:

Package source: EstemPMM_0.3.1.tar.gz
Windows binaries: r-devel: EstemPMM_0.1.1.zip, r-release: EstemPMM_0.1.1.zip, r-oldrel: EstemPMM_0.1.1.zip
macOS binaries: r-release (arm64): EstemPMM_0.1.1.tgz, r-oldrel (arm64): EstemPMM_0.1.1.tgz, r-release (x86_64): EstemPMM_0.1.1.tgz, r-oldrel (x86_64): EstemPMM_0.1.1.tgz
Old sources: EstemPMM archive

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