Package: frechet 0.2.0

Yaqing Chen

frechet: Statistical Analysis for Random Objects and Non-Euclidean Data

Provides implementation of statistical methods for random objects lying in various metric spaces, which are not necessarily linear spaces. The core of this package is Fréchet regression for random objects with Euclidean predictors, which allows one to perform regression analysis for non-Euclidean responses under some mild conditions. Examples include distributions in L^2-Wasserstein space, covariance matrices endowed with power metric (with Frobenius metric as a special case), Cholesky and log-Cholesky metrics. References: Petersen, A., & Müller, H.-G. (2019) <doi:10.1214/17-AOS1624>.

Authors:Yaqing Chen [aut, cre], Alvaro Gajardo [aut], Jianing Fan [aut], Qixian Zhong [aut], Paromita Dubey [aut], Kyunghee Han [aut], Satarupa Bhattacharjee [aut], Hans-Georg Müller [cph, ths, aut]

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NEWS

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

Bug tracker:https://github.com/functionaldata/tfrechet/issues

On CRAN:

Conda:

4.82 score 11 stars 20 scripts 255 downloads 21 exports 74 dependencies

Last updated 5 months agofrom:d084eca028. Checks:1 OK, 7 WARNING. Indexed: yes.

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Doc / VignettesOKMar 02 2025
R-4.5-winWARNINGMar 02 2025
R-4.5-macWARNINGMar 02 2025
R-4.5-linuxWARNINGMar 02 2025
R-4.4-winWARNINGMar 02 2025
R-4.4-macWARNINGMar 02 2025
R-4.3-winWARNINGMar 02 2025
R-4.3-macWARNINGMar 02 2025

Exports:AddDensRegcolor.barCovFMeanCreateCovRegPlotCreateDensityDenFMeandist4covdist4denexpSphereframeSphereGloCovRegGloDenRegGloSpheRegLocCovRegLocDenRegLocSpheReglogSpherepol2carSpheGeoDistSpheGeoGradSpheGeoHess

Dependencies:backportsbase64encbslibcachemcheckmatecliclustercolorspacecorrplotdata.tabledigestevaluatefansifarverfastmapfdadensityfdapacefontawesomeforeignFormulafsggplot2gluegridExtragtablehighrHmischtmlTablehtmltoolshtmlwidgetsisobandjquerylibjsonliteknitrlabelinglatticelifecyclemagrittrMASSMatrixmemoisemgcvmimemunsellnlmennetnumDerivosqppillarpkgconfigpracmaR6rappdirsRColorBrewerRcppRcppEigenrlangrmarkdownrpartrstudioapisassscalesstringistringrtibbletinytextrustutf8vctrsviridisviridisLitewithrxfunyaml