Package: PUGMM 0.1.2

Giorgia Zaccaria

PUGMM: Parsimonious Ultrametric Gaussian Mixture Models

Parsimonious Ultrametric Gaussian Mixture Models via grouped coordinate ascent (equivalent to EM) algorithm characterized by the inspection of hierarchical relationships among variables via parsimonious extended ultrametric covariance structures. The methodologies are described in Cavicchia, Vichi, Zaccaria (2024) <doi:10.1007/s11222-024-10405-9>, (2022) <doi:10.1007/s11634-021-00488-x> and (2020) <doi:10.1007/s11634-020-00400-z>.

Authors:Giorgia Zaccaria [aut, cre], Carlo Cavicchia [aut], Lorenzo Balzotti [aut], Alexa A. Sochaniwsky [aut], Paul D. McNicholas [aut]

PUGMM_0.1.2.tar.gz
PUGMM_0.1.2.zip(r-4.7-x86_64)PUGMM_0.1.2.zip(r-4.7-arm64)PUGMM_0.1.2.zip(r-4.6-x86_64)PUGMM_0.1.2.zip(r-4.6-arm64)PUGMM_0.1.2.zip(r-4.5-x86_64)
PUGMM_0.1.2.tgz(r-4.6-x86_64)PUGMM_0.1.2.tgz(r-4.6-arm64)PUGMM_0.1.2.tgz(r-4.5-x86_64)PUGMM_0.1.2.tgz(r-4.5-arm64)
PUGMM_0.1.2.tar.gz(r-4.7-arm64)PUGMM_0.1.2.tar.gz(r-4.7-x86_64)PUGMM_0.1.2.tar.gz(r-4.6-arm64)PUGMM_0.1.2.tar.gz(r-4.6-x86_64)
PUGMM_0.1.2.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
PUGMM/json (API)

# Install 'PUGMM' in R:

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

Bug tracker:https://github.com/giorgiazaccaria/pugmm/issues

Uses libs:

c++– GNU Standard C++ Library v3

Datasets:

Harbour_metals - Harbour_metals
penguins - Penguins

On CRAN:

cpp

3.00 score 2 stars 372 downloads 6 exports 41 dependencies

Last updated from:a4bc994de7. Checks:15 OK. Indexed: yes.

Target	Result	Time
linux-devel-arm64	OK	118
linux-devel-x86_64	OK	132
source / vignettes	OK	161
linux-release-arm64	OK	122
linux-release-x86_64	OK	141
macos-release-arm64	OK	107
macos-release-x86_64	OK	284
macos-oldrel-arm64	OK	129
macos-oldrel-x86_64	OK	342
windows-devel-arm64	OK	381
windows-devel-x86_64	OK	141
windows-release-arm64	OK	363
windows-release-x86_64	OK	91
windows-oldrel-x86_64	OK	107
wasm-release	OK	104

Exports:plot.pugmm pugmm pugmm_available_models puMmm rand.member UCM

Dependencies:cli ClusterR codetools cpp11 doParallel farver foreach gbutils ggplot2 glue gmp gtable igraph inaparc isoband iterators kpeaks labeling lattice lhs lifecycle magrittr ManlyMix MASS Matrix mclust mcompanion pkgconfig ppclust R6 rbibutils RColorBrewer Rcpp RcppArmadillo Rdpack rlang S7 scales vctrs viridisLite withr

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
Harbour_metals	Harbour_metals
Penguins	penguins
Plotting method for 'pugmm' object	plot.pugmm
Parsimonious Ultrametric Gaussian Mixture Models	pugmm
PUGMM Model Names	pugmm_available_models
Parsimonious Ultrametric Manly Mixture Models	puMmm
Random partition of objects into classes	rand.member
Ultrametric Correlation Matrix	UCM