Package: hdflex 0.3.2

hdflex: High-Dimensional Aggregate Density Forecasts
Provides a forecasting method that efficiently maps vast numbers of (scalar-valued) signals into an aggregate density forecast in a time-varying and computationally fast manner. The method proceeds in two steps: First, it transforms a predictive signal into a density forecast and, second, it combines the resulting candidate density forecasts into an ultimate aggregate density forecast. For a detailed explanation of the method, please refer to Adaemmer et al. (2025) <doi:10.1080/07350015.2025.2526424>.
Authors:
hdflex_0.3.2.tar.gz
hdflex_0.3.2.zip(r-4.7)hdflex_0.3.2.zip(r-4.6)hdflex_0.3.2.zip(r-4.5)
hdflex_0.3.2.tgz(r-4.6-x86_64)hdflex_0.3.2.tgz(r-4.6-arm64)hdflex_0.3.2.tgz(r-4.5-x86_64)hdflex_0.3.2.tgz(r-4.5-arm64)
hdflex_0.3.2.tar.gz(r-4.7-arm64)hdflex_0.3.2.tar.gz(r-4.7-x86_64)hdflex_0.3.2.tar.gz(r-4.6-arm64)hdflex_0.3.2.tar.gz(r-4.6-x86_64)
hdflex_0.3.2.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
hdflex/json (API)
NEWS
| # Install 'hdflex' in R: |
| install.packages('hdflex', repos = c('https://lehmasve.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/lehmasve/hdflex/issues
- inflation_data - Quarterly U.S. Inflation Dataset
ensemble-learningforecast-combinationforecastinghigh-dimensionalitytime-seriesopenblascppopenmp
Last updated from:e2b2e1c707. Checks:13 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-arm64 | OK | 189 | ||
| linux-devel-x86_64 | OK | 179 | ||
| source / vignettes | OK | 213 | ||
| linux-release-arm64 | OK | 206 | ||
| linux-release-x86_64 | OK | 213 | ||
| macos-release-arm64 | OK | 170 | ||
| macos-release-x86_64 | OK | 269 | ||
| macos-oldrel-arm64 | OK | 419 | ||
| macos-oldrel-x86_64 | OK | 302 | ||
| windows-devel | OK | 194 | ||
| windows-release | OK | 204 | ||
| windows-oldrel | OK | 173 | ||
| wasm-release | OK | 137 |
Dependencies:backportscheckmateclicpp11farverggplot2gluegtableisobandlabelinglifecyclemagrittrplyrR6RColorBrewerRcppRcppArmadilloRcppThreadreshape2rlangS7scalesstringistringrvctrsviridisLitewithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Generate dynamic subset forecast combinations | dsc |
| hdflex: High-Dimensional Density Forecasts | hdflex-package hdflex |
| Quarterly U.S. Inflation Dataset (Total CPI) | inflation_data |
| Signal-Transformed-Subset-Combination (STSC) | stsc |
| Summary for 'dsc' object | summary.dsc_obj |
| Summary for 'stsc' object | summary.stsc_obj |
| Compute density forecasts using univariate time-varying coefficient (TV-C) models | tvc |
