Package: PPbigdata 1.0.0

PPbigdata: Projection Pursuit for Big Data Based on Data Nuggets

Perform 1-dim/2-dim projection pursuit, grand tour and guided tour for big data based on data nuggets. Reference papers: [1] Beavers et al., (2024) <doi:10.1080/10618600.2024.2341896>. [2] Duan, Y., Cabrera, J., & Emir, B. (2023). "A New Projection Pursuit Index for Big Data." <doi:10.48550/arXiv.2312.06465>.

Authors:Yajie Duan [aut, cre], Javier Cabrera [aut]

PPbigdata_1.0.0.tar.gz
PPbigdata_1.0.0.zip(r-4.7)PPbigdata_1.0.0.zip(r-4.6)PPbigdata_1.0.0.zip(r-4.5)
PPbigdata_1.0.0.tgz(r-4.6-any)PPbigdata_1.0.0.tgz(r-4.5-any)
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manual.pdf |manual.html✨
card.svg |card.png
PPbigdata/json (API)

# Install 'PPbigdata' in R:

install.packages('PPbigdata', repos = c('https://yajie1020.r-universe.dev', 'https://cloud.r-project.org'))

On CRAN:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

1.00 score 175 downloads 12 exports 140 dependencies

Last updated from:c669a39196. Checks:9 OK. Indexed: yes.

Target	Result	Time
linux-devel-x86_64	OK	195
source / vignettes	OK	210
linux-release-x86_64	OK	198
macos-release-arm64	OK	172
macos-oldrel-arm64	OK	109
windows-devel	OK	160
windows-release	OK	146
windows-oldrel	OK	149
wasm-release	OK	147

Exports:CMNugg faProj grandTourNugg guidedTourNugg HoleNugg NHnugg nuggKDE plotLoadings plotNugg PPnugg PPnuggOptim wsph

Dependencies:alphahull ash backports base64enc bit bit64 bitops boot broom bslib cachem cassowaryr checkmate cli clipr cluster codetools colorspace cpp11 crayon data.table datanugget deldir digest doSNOW dplyr energy evaluate farver fastmap fontawesome forcats foreach foreign Formula fs gdata generics geozoo ggplot2 glmnet glue gridExtra gsl gtable gtools haven highr Hmisc hms htmlTable htmltools htmlwidgets igraph interp isoband iterators jomo jquerylib jsonlite knitr labeling lattice lifecycle lme4 magrittr MASS Matrix mclust memoise mgcv mice mime minerva minqa mitml nlme nloptr nnet numDeriv ordinal pan pillar pkgconfig polyclip prettyunits progress purrr R.methodsS3 R.oo R.utils R6 rappdirs rbibutils RColorBrewer Rcpp RcppArmadillo RcppEigen RcppParallel Rdpack readr reformulas Rfast rlang rmarkdown rpart rstiefel rstudioapi S7 sass scales sgeostat shape snow sp spatstat.data spatstat.geom spatstat.random spatstat.univar spatstat.utils splancs stringi stringr survival tibble tidyr tidyselect tinytex tourr tzdb ucminf utf8 vctrs viridisLite vroom weights withr xfun yaml zigg

Citation

Readme and manuals

Help Manual

Help page	Topics
Projection Pursuit for Big Data Based on Data Nuggets	PPbigdata-package
Central Mass Index for projected Big Data based on data nuggets	CMNugg
Factor rotation for projected Big Data in multi-dimensional space based on data nuggets	faProj
1-dim/2-dim Grand Tour for Big Data based on Data Nuggets	grandTourNugg
1-dim/2-dim Guided Tour for Big Data based on Data Nuggets	guidedTourNugg
Hole Index for projected Big Data based on data nuggets	HoleNugg
Natural Hermite Index for projected 1-dim/2-dim Big Data based on data nuggets	NHnugg
Density Estimation for projected 1-dim/2-dim big data based on data nuggets	nuggKDE
Plot of variable loadings for 1-dim/2-dim projection	plotLoadings
Plot of projected 1-dim/2-dim data nuggets	plotNugg
Projection Pursuit for Big Data based on data nuggets	PPnugg
Optimize Projection Pursuit index for Big Data based on data nuggets	PPnuggOptim
Spherize/Whiten data with observational weights	wsph

Package: PPbigdata 1.0.0

PPbigdata: Projection Pursuit for Big Data Based on Data Nuggets

Citation

Readme and manuals

Help Manual

Usage by other packages (reverse dependencies)