chopper: Changepoint-Aware Ensemble for Probabilistic Modeling
Implements a changepoint-aware ensemble forecasting algorithm that combines Theta, TBATS (Trigonometric, Box-Cox transformation, ARMA errors, Trend, Seasonal components), and ARFIMA (AutoRegressive, Fractionally Integrated, Moving Average) using a product-of-experts approach for robust probabilistic prediction.
| Version: |
1.0 |
| Depends: |
R (≥ 2.10) |
| Imports: |
normalp (≥ 0.7.2), purrr (≥ 1.0.1), ald (≥ 1.3.1), evd (≥
2.3-6.1), GeneralizedHyperbolic (≥ 0.8-6), fGarch (≥
4022.89), forecast (≥ 8.21), imputeTS (≥ 3.3), changepoint (≥ 2.3), lubridate (≥ 1.9.2), ggplot2 (≥ 3.5.1), scales (≥
1.3.0) |
| Suggests: |
knitr, testthat (≥ 3.0.0) |
| Published: |
2025-05-27 |
| DOI: |
10.32614/CRAN.package.chopper |
| Author: |
Giancarlo Vercellino [aut, cre, cph] |
| Maintainer: |
Giancarlo Vercellino <giancarlo.vercellino at gmail.com> |
| License: |
GPL-3 |
| URL: |
https://rpubs.com/giancarlo_vercellino/chopper |
| NeedsCompilation: |
no |
| Materials: |
NEWS |
| CRAN checks: |
chopper results |
Documentation:
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