Package: clustcurv 2.0.2

clustcurv: Determining Groups in Multiples Curves

A method for determining groups in multiple curves with an automatic selection of their number based on k-means or k-medians algorithms. The selection of the optimal number is provided by bootstrap methods. The methodology can be applied both in regression and survival framework. Implemented methods are: Grouping multiple survival curves described by Villanueva et al. (2018) <doi:10.1002/sim.8016>.

Authors:Nora M. Villanueva [aut, cre], Marta Sestelo [aut]

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clustcurv.pdf |clustcurv.html✨
clustcurv/json (API)

# Install 'clustcurv' in R:

install.packages('clustcurv', repos = c('https://noramvillanueva.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/noramvillanueva/clustcurv/issues

Datasets:

barnacle5 - Barnacle data

On CRAN:

clustering data-analytics machinelearning multiple-curves nonparametric-statistics number-of-clusters regression survival-analysis

5.53 score 3 stars 38 scripts 242 downloads 5 exports 78 dependencies

Last updated 18 days agofrom:5c18b681b6. Checks:OK: 7. Indexed: yes.

Target	Result	Date
Doc / Vignettes	OK	Nov 04 2024
R-4.5-win	OK	Nov 04 2024
R-4.5-linux	OK	Nov 04 2024
R-4.4-win	OK	Nov 04 2024
R-4.4-mac	OK	Nov 04 2024
R-4.3-win	OK	Nov 04 2024
R-4.3-mac	OK	Nov 04 2024

Exports:autoplot kregcurves ksurvcurves regclustcurves survclustcurves

Dependencies:base64enc bslib cachem cli codetools colorspace commonmark cpp11 crayon DEoptimR digest doParallel doRNG dplyr fansi farver fastmap fontawesome foreach fs generics ggfortify ggplot2 glue Gmedian gridExtra gtable htmltools httpuv isoband iterators jquerylib jsonlite labeling later lattice lifecycle magrittr MASS Matrix memoise mgcv mime munsell nlme npregfast pillar pkgconfig promises purrr R6 rappdirs RColorBrewer Rcpp RcppArmadillo RcppEigen rlang rngtools robustbase RSpectra sass scales sfsmisc shiny shinyjs sourcetools stringi stringr survival tibble tidyr tidyselect utf8 vctrs viridisLite wesanderson withr xtable

Clustering Multiple Nonparametric Curves

Nora M. Villanueva & Marta Sestelo

Rendered fromclustcurv.Rmdusingknitr::rmarkdownon Nov 04 2024.

Last update: 2024-10-14
Started: 2021-10-14

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
Visualization of 'clustcurves' objects with ggplot2 graphics	autoplot.clustcurves
Barnacle data	barnacle5
'clustcurv': Determining Groups in Multiple Curves.	clustcurv-package clustcurv
k-groups of multiple regression curves	kregcurves
k-groups of multiple survival curves	ksurvcurves
Clustering multiple regression curves	regclustcurves
Summarizing fits of 'kclustcurves' class produced by 'survclustcurves' and 'regclustcurves'	summary.clustcurves
Summarizing fits of 'kcurves' class produced by 'ksurvcurves' and 'kregcurves'	summary.kcurves
Clustering multiple survival curves	survclustcurves