Package: Rlgt 0.2-2
Rlgt: Bayesian Exponential Smoothing Models with Trend Modifications
An implementation of a number of Global Trend models for time series forecasting that are Bayesian generalizations and extensions of some Exponential Smoothing models. The main differences/additions include 1) nonlinear global trend, 2) Student-t error distribution, and 3) a function for the error size, so heteroscedasticity. The methods are particularly useful for short time series. When tested on the well-known M3 dataset, they are able to outperform all classical time series algorithms. The models are fitted with MCMC using the 'rstan' package.
Authors:
Rlgt_0.2-2.tar.gz
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Rlgt_0.2-2.tgz(r-4.4-x86_64)Rlgt_0.2-2.tgz(r-4.4-arm64)Rlgt_0.2-2.tgz(r-4.3-x86_64)Rlgt_0.2-2.tgz(r-4.3-arm64)
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Rlgt.pdf |Rlgt.html✨
Rlgt/json (API)
# Install 'Rlgt' in R: |
install.packages('Rlgt', repos = c('https://cbergmeir.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/cbergmeir/rlgt/issues
Last updated 4 months agofrom:556bc79e71. Checks:OK: 1 WARNING: 8. Indexed: yes.
Target | Result | Date |
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Doc / Vignettes | OK | Nov 22 2024 |
R-4.5-win-x86_64 | WARNING | Nov 22 2024 |
R-4.5-linux-x86_64 | WARNING | Nov 22 2024 |
R-4.4-win-x86_64 | WARNING | Nov 22 2024 |
R-4.4-mac-x86_64 | WARNING | Nov 22 2024 |
R-4.4-mac-aarch64 | WARNING | Nov 22 2024 |
R-4.3-win-x86_64 | WARNING | Nov 22 2024 |
R-4.3-mac-x86_64 | WARNING | Nov 22 2024 |
R-4.3-mac-aarch64 | WARNING | Nov 22 2024 |
Exports:blgt.multi.forecastinitModelrlgtrlgt.control
Dependencies:abindbackportsBHcallrcheckmateclicolorspacecurldescdistributionalfansifarverforecastfracdiffgenericsggplot2gluegridExtragtableinlineisobandjsonlitelabelinglatticelifecyclelmtestloomagrittrMASSMatrixMatrixModelsmatrixStatsmgcvmnormtmunsellnlmennetnumDerivpillarpkgbuildpkgconfigposteriorprocessxpsquadprogquantmodquantregQuickJSRR6RColorBrewerRcppRcppArmadilloRcppEigenRcppParallelrlangrstanrstantoolsscalessnSparseMStanHeaderssurvivaltensorAtibbletimeDatetruncnormtseriesTTRurcautf8vctrsviridisLitewithrxtszoo
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Help Manual
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