Abstract | The result object and its methods | Unified detection | Engine wrappers | The classical wave | The 0.4.0 wave | The penalty path | The visualization layer | Comparing methods | Batch detection and stability | Evaluation against ground truth | Simulation and canonical signals | Citing the methodology | Closing note | References
Package: ggchangepoint 0.4.0
ggchangepoint: Combines Changepoint Analysis with 'ggplot2'
A unified, tidy, 'ggplot2'-native interface to changepoint detection in R. Provides the 'ggcpt' S3 result class with 'broom'-style tidy/glance/augment methods, 'autoplot()' (with confidence intervals, fitted signals, and multivariate facets), composable geoms ('geom_changepoint()', 'geom_cpt_segment()', 'geom_cpt_ci()', 'stat_changepoint()'), and a 'cpt_detect()' dispatcher covering over thirty methods with introspection via 'cpt_methods()': penalised/optimal partitioning (PELT, BinSeg, SegNeigh, AMOC, FPOP, CROPS penalty paths, 'fastcpd', change-in-slope via 'cpop'), multiscale and search methods (WBS, WBS2, NOT, MOSUM, Isolate-Detect, TGUH, SMUCE/HSMUCE with confidence intervals), nonparametric and kernel methods ('changepoint.np', 'ecp', 'kcpRS', 'CptNonPar', sequential 'cpm', self-normalisation via 'SNSeg'), Bayesian methods ('bcp', online 'ocp', 'Rbeast'), high-dimensional and multivariate methods ('InspectChangepoint', 'ocd', 'changepoint.geo'), regression breaks ('strucchange', 'segmented', 'EnvCpt'), and robust detection under drift and autocorrelation ('DeCAFS'). Also includes method comparison, batch/panel detection, bootstrap stability diagnostics, accuracy metrics, Bayesian posterior and run-length plots, interactive rendering, data simulation with canonical test signals, and per-method citations.
Authors:
ggchangepoint_0.4.0.tar.gz
ggchangepoint_0.4.0.zip(r-4.7)ggchangepoint_0.4.0.zip(r-4.6)ggchangepoint_0.4.0.zip(r-4.5)
ggchangepoint_0.4.0.tgz(r-4.6-any)ggchangepoint_0.4.0.tgz(r-4.5-any)
ggchangepoint_0.4.0.tar.gz(r-4.7-any)ggchangepoint_0.4.0.tar.gz(r-4.6-any)
ggchangepoint_0.4.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
ggchangepoint/json (API)
| # Install 'ggchangepoint' in R: |
| install.packages('ggchangepoint', repos = c('https://pursuitofdatascience.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/pursuitofdatascience/ggchangepoint/issues
Pkgdown/docs site:https://pursuitofdatascience.github.io
changepointchangepoint-detectiondatavizggplot2
Last updated from:bcf54c4293. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 774 | ||
| source / vignettes | OK | 369 | ||
| linux-release-x86_64 | OK | 457 | ||
| macos-release-arm64 | OK | 198 | ||
| macos-oldrel-arm64 | OK | 202 | ||
| windows-devel | OK | 266 | ||
| windows-release | OK | 231 | ||
| windows-oldrel | OK | 278 | ||
| wasm-release | OK | 188 |
Exports:annotate_segmentsas_tibbleaugmentautoplotbcp_wrapperbeast_wrapperbocpd_wrappercpm_wrappercpop_wrappercpt_batchcpt_citecpt_cropscpt_detectcpt_methodscpt_metricscpt_metrics_annotatedcpt_penaltycpt_simulatecpt_stabilitycpt_wrapperdecafs_wrapperecp_wrapperenvcpt_wrapperfastcpd_wrapperfpop_wrappergeom_changepointgeom_cpt_cigeom_cpt_segmentgeomcp_wrapperggcpt_compareggcpt_compare_tableggcpt_evalggcpt_interactiveggcpt_posteriorggcpt_runlengthggcptplotggecpplotglanceidetect_wrapperinspect_wrapperis_ggcptkcp_wrappermosum_wrappernew_ggcptnot_wrappernpmojo_wrapperocd_wrapperrcptsegmented_wrappersignal_blockssignal_fmssignal_mixsignal_stairssignal_teethsmuce_wrappersn_wrapperstat_changepointstrucchange_wrappertguh_wrappertheme_ggcpttidywbs_wrapperwbs2_wrapper
Dependencies:changepointchangepoint.npclicpp11dplyrecpfarvergenericsggplot2gluegtableisobandlabelinglatticelifecyclemagrittrpillarpkgconfigR6rbibutilsRColorBrewerRcppRdpackrlangS7scalestibbletidyselectutf8vctrsviridisLitewithrzoo
The ggchangepoint Feature Tour: A Complete Map of the Package Surface
Last update: 2026-07-02
Started: 2026-06-25
Comparing and Evaluating Changepoint Methods with ggchangepoint
Abstract | Introduction | Problem setup | Visual comparison | Accuracy metrics | Multi-annotator evaluation | Visual evaluation | Uncertainty beyond point sets | Engine-native confidence intervals | Bootstrap stability | Penalty-path sensitivity: CROPS | A benchmarking workflow | Discussion | References
Last update: 2026-07-02
Started: 2026-06-20
ggchangepoint: A Unified Tidy Interface for Changepoint Analysis in R
Abstract | Introduction | The changepoint problem | Penalised cost minimisation | Search-based and multiscale methods | Beyond the mean | Design of the package | The ggcpt result contract | Tidy methods and the plotting layer | Design principles | The unified dispatcher | A tour of the method families | Penalised and optimal partitioning | Multiscale and search methods | Changes in slope | Bayesian detection | Nonparametric and sequential detection | Robustness to drift, autocorrelation, and model ambiguity | Multivariate and high-dimensional detection | Structural breaks in regression | Beyond detection | Batch detection over many series | Stability diagnostics | Evaluation, interactivity, and citations | Discussion | Acknowledgements | References
Last update: 2026-07-02
Started: 2022-02-21
