Package: PiChange 0.0.6
PiChange: Pi-Change: Change Point Detection with Prior-Informed Penalties
PI-Change is a prior-informed multiple change point detection method that incorporates prespecified plausible change point locations through a time-varying penalized likelihood. The method extends multiple change point detection beyond purely data-driven segmentation by allowing external knowledge about plausible change point locations to enter the objective function; see Jacobs and Chen (2026) <doi:10.48550/arXiv.2605.01003>.
Authors:
PiChange_0.0.6.tar.gz
PiChange_0.0.6.zip(r-4.7-x86_64)PiChange_0.0.6.zip(r-4.7-arm64)PiChange_0.0.6.zip(r-4.6-x86_64)PiChange_0.0.6.zip(r-4.6-arm64)PiChange_0.0.6.zip(r-4.5-x86_64)
PiChange_0.0.6.tgz(r-4.6-x86_64)PiChange_0.0.6.tgz(r-4.6-arm64)PiChange_0.0.6.tgz(r-4.5-x86_64)PiChange_0.0.6.tgz(r-4.5-arm64)
PiChange_0.0.6.tar.gz(r-4.7-arm64)PiChange_0.0.6.tar.gz(r-4.7-x86_64)PiChange_0.0.6.tar.gz(r-4.6-arm64)PiChange_0.0.6.tar.gz(r-4.6-x86_64)
PiChange_0.0.6.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
PiChange/json (API)
| # Install 'PiChange' in R: |
| install.packages('PiChange', repos = c('https://shanshanchen-biostat.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/shanshanchen-biostat/pichange/issues
- google_mobility_workplaces - Google workplace mobility summaries
- wti_oil - WTI Cushing spot oil prices
Last updated from:c957391d05. Checks:15 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-arm64 | OK | 120 | ||
| linux-devel-x86_64 | OK | 146 | ||
| source / vignettes | OK | 219 | ||
| linux-release-arm64 | OK | 152 | ||
| linux-release-x86_64 | OK | 131 | ||
| macos-release-arm64 | OK | 169 | ||
| macos-release-x86_64 | OK | 352 | ||
| macos-oldrel-arm64 | OK | 198 | ||
| macos-oldrel-x86_64 | OK | 362 | ||
| windows-devel-arm64 | OK | 369 | ||
| windows-devel-x86_64 | OK | 152 | ||
| windows-release-arm64 | OK | 338 | ||
| windows-release-x86_64 | OK | 97 | ||
| windows-oldrel-x86_64 | OK | 123 | ||
| wasm-release | OK | 117 |
Exports:build_prior_locationchangepointsconstruct_penaltypi_changepi_concatrzag
Dependencies:clicpp11farverggplot2gluegtableisobandlabelinglifecycleR6RColorBrewerRcpprlangS7scalesvctrsviridisLitewithr
Last update: 2026-07-28
Started: 2026-07-28
Last update: 2026-07-28
Started: 2026-07-28
Last update: 2026-07-28
Started: 2026-07-28
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Pi-Change: Change point detection with prior-informed penalties | PiChange-package PiChange |
| Build prior weights using non-overlapping center windows | build_prior_location |
| Extract PI-Change change points | changepoints changepoints.pi_change_fit |
| Construct a PI-Change penalty specification | construct_penalty |
| Google workplace mobility summaries | google_mobility_workplaces |
| Detect change points with a prior-informed penalty | pi_change |
| Evaluate concatenated Gaussian prior weights | pi_concat |
| Plot a PI-Change fit | plot.pi_change_fit |
| Simulate zero-adjusted gamma observations | rzag |
| Summarize a PI-Change fit | summary.pi_change_fit |
| WTI Cushing spot oil prices | wti_oil |
