Flexible and informed regression with Multiple Change Points. 'mcp' can infer change points in means, variances, autocorrelation structure, and any combination of these, as well as the parameters of the segments in between. All parameters are estimated with uncertainty and prediction intervals are supported - also near the change points. 'mcp' supports hypothesis testing via Savage-Dickey density ratio, posterior contrasts, and cross-validation. 'mcp' is described in Lindeløv (submitted) <doi:10.31219/osf.io/fzqxv> and generalizes the approach described in Carlin, Gelfand, & Smith (1992) <doi:10.2307/2347570> and Stephens (1994) <doi:10.2307/2986119>.
| Version: | 0.3.4 |
| Depends: | R (≥ 3.5.0) |
| Imports: | parallel, future (≥ 1.16), future.apply (≥ 1.4), rjags (≥ 4.9), coda (≥ 0.19.3), loo (≥ 2.1.0), bayesplot (≥ 1.7.0), tidybayes (≥ 3.0.0), dplyr (≥ 1.1.1), magrittr (≥ 1.5), tidyr (≥ 1.0.0), tidyselect (≥ 0.2.5), tibble (≥ 2.1.3), stringr (≥ 1.4.0), ggplot2 (≥ 3.2.1), patchwork (≥ 1.0.0), stats, rlang (≥ 0.4.1) |
| Suggests: | hexbin, testthat (≥ 3.1.0), purrr (≥ 0.3.4), knitr, rmarkdown |
| Published: | 2024-03-17 |
| DOI: | 10.32614/CRAN.package.mcp |
| Author: | Jonas Kristoffer Lindeløv
|
| Maintainer: | Jonas Kristoffer Lindeløv <jonas at lindeloev.dk> |
| BugReports: | https://github.com/lindeloev/mcp/issues |
| License: | GPL-2 |
| URL: | https://lindeloev.github.io/mcp/ |
| NeedsCompilation: | no |
| Language: | en-US |
| Citation: | mcp citation info |
| Materials: | README, NEWS |
| CRAN checks: | mcp results |
| Reference manual: | mcp.html , mcp.pdf |
| Package source: | mcp_0.3.4.tar.gz |
| Windows binaries: | r-devel: mcp_0.3.4.zip, r-release: mcp_0.3.4.zip, r-oldrel: mcp_0.3.4.zip |
| macOS binaries: | r-release (arm64): mcp_0.3.4.tgz, r-oldrel (arm64): mcp_0.3.4.tgz, r-release (x86_64): mcp_0.3.4.tgz, r-oldrel (x86_64): mcp_0.3.4.tgz |
| Old sources: | mcp archive |
| Reverse imports: | glossa |
Please use the canonical form https://CRAN.R-project.org/package=mcp to link to this page.
Need a high-speed mirror for your open-source project?
Contact our mirror admin team at info@clientvps.com.
This archive is provided as a free public service to the community.
Proudly supported by infrastructure from VPSPulse , RxServers , BuyNumber , UnitVPS , OffshoreName and secure payment technology by ArionPay.