Package: liminal 0.1.2.9000

liminal: Multivariate Data Visualization with Tours and Embeddings

Compose interactive visualisations designed for exploratory high-dimensional data analysis. With 'liminal' you can create linked interactive graphics to diagnose the quality of a dimension reduction technique and explore the global structure of a dataset with a tour. A complete description of the method is discussed in ['Lee' & 'Laa' & 'Cook' (2020) <arxiv:2012.06077>].

Authors:Stuart Lee [aut, cre, cph]

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liminal.pdf |liminal.html✨
liminal/json (API)
NEWS

# Install 'liminal' in R:
install.packages('liminal', repos = c('https://sa-lee.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/sa-lee/liminal/issues

Datasets:
  • fake_trees - A high-dimensional tree data structure with 10 branching points.
  • pdfsense - Parton distribution function sensitivity experiments

On CRAN:

embedding-algorithmsinteractive-visualizationst-snetour

5.31 score 5 stars 41 scripts 117 downloads 13 exports 53 dependencies

Last updated 3 years agofrom:9160642604. Checks:OK: 5 NOTE: 2. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 01 2024
R-4.5-winNOTENov 01 2024
R-4.5-linuxNOTENov 01 2024
R-4.4-winOKNov 01 2024
R-4.4-macOKNov 01 2024
R-4.3-winOKNov 01 2024
R-4.3-macOKNov 01 2024

Exports:clampclamp_robustclamp_sdclamp_standardizecompute_half_rangecompute_proj_distlimn_pal_tableau10limn_pal_tableau20limn_tourlimn_tour_linkmorph_centermorph_identitymorph_radial

Dependencies:assertthatbase64encbslibcachemclicommonmarkcrayondigestdplyrevaluatefansifastmapfontawesomefsgenericsgluehighrhtmltoolshtmlwidgetshttpuvjquerylibjsonliteknitrlaterlifecyclemagrittrMASSmatrixStatsmemoisemimeminiUIpillarpkgconfigpromisesR6rappdirsRcpprlangrmarkdownsassshinysourcetoolstibbletidyselecttinytextourrutf8vctrsvegawidgetwithrxfunxtableyaml

Using liminal to understand high dimensional parameter space

Rendered fromgeometry_parameter_space.Rmdusingknitr::rmarkdownon Nov 01 2024.

Last update: 2021-05-25
Started: 2021-05-24

Explore non-linear embeddings with liminal

Stuart Lee

Rendered fromliminal.Rmdusingknitr::rmarkdownon Nov 01 2024.

Last update: 2021-05-25
Started: 2020-01-20