Package: khaos 2.1.1
khaos: Bayesian Sparse Polynomial Chaos Expansion
Implements Bayesian polynomial chaos expansion methods for surrogate modeling, uncertainty quantification, and sensitivity analysis. Includes sparse regression-based approaches and adaptive Bayesian models based on reversible-jump Markov chain Monte Carlo. Optional screening and basis-enrichment strategies are provided to improve scalability in moderate to high dimensions.
Authors:
khaos_2.1.1.tar.gz
khaos_2.1.1.zip(r-4.7)khaos_2.1.1.zip(r-4.6)khaos_2.1.1.zip(r-4.5)
khaos_2.1.1.tgz(r-4.6-any)khaos_2.1.1.tgz(r-4.5-any)
khaos_2.1.1.tar.gz(r-4.7-any)khaos_2.1.1.tar.gz(r-4.6-any)
khaos_2.1.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
khaos/json (API)
| # Install 'khaos' in R: |
| install.packages('khaos', repos = c('https://knrumsey-lanl.r-universe.dev', 'https://cloud.r-project.org')) |
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated from:fc655dffb8. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 133 | ||
| source / vignettes | OK | 144 | ||
| linux-release-x86_64 | OK | 143 | ||
| macos-release-arm64 | OK | 80 | ||
| macos-oldrel-arm64 | OK | 88 | ||
| windows-devel | OK | 92 | ||
| windows-release | OK | 87 | ||
| windows-oldrel | OK | 89 | ||
| wasm-release | OK | 87 |
Exports:adaptive_khaosadaptive_khaos_gprioradaptive_khaos_ridgeadaptive_khaos2ordinal_khaossobol_khaossparse_khaos
Dependencies:codetoolsforeachglmnetiteratorslatticeMatrixmvtnormRcppRcppEigenshapesurvival
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Bayesian Adaptive Polynomial Chaos Expansion | adaptive_khaos |
| Bayesian Adaptive Polynomial Chaos Expansion (Modified g-Prior) | adaptive_khaos2 adaptive_khaos_gprior |
| Bayesian Adaptive Polynomial Chaos Expansion (Ridge Prior) | adaptive_khaos_ridge |
| Ordinal Probit Regression with BA-PCE | ordinal_khaos |
| Plot Method for class adaptive_khaos | plot.adaptive_khaos |
| Plot Method for class 'ordinal_khaos' | plot.ordinal_khaos |
| Plot Method for class sparse_khaos | plot.sparse_khaos |
| Predict Method for class adaptive_khaos | predict.adaptive_khaos |
| Predict Method for class 'ordinal_khaos' | predict.ordinal_khaos |
| Predict Method for class sparse_khaos | predict.sparse_khaos |
| Print Method for class sparse_khaos | print.sparse_khaos |
| Compute Sobol Sensitivity Indices for khaos Models | sobol_khaos |
| Bayesian Sparse Polynomial Chaos Expansion | sparse_khaos |
