Package: ConfidenceEllipse 1.0.0

ConfidenceEllipse: Computation of 2D and 3D Elliptical Joint Confidence Regions

Computing elliptical joint confidence regions at a specified confidence level. It provides the flexibility to estimate either classical or robust confidence regions, which can be visualized in 2D or 3D plots. The classical approach assumes normality and uses the mean and covariance matrix to define the confidence regions. Alternatively, the robustified version employs estimators like minimum covariance determinant (MCD) and M-estimator, making them less sensitive to outliers and departures from normality. Furthermore, the functions allow users to group the dataset based on categorical variables and estimate separate confidence regions for each group. This capability is particularly useful for exploring potential differences or similarities across subgroups within a dataset. Varmuza and Filzmoser (2009, ISBN:978-1-4200-5947-2). Johnson and Wichern (2007, ISBN:0-13-187715-1). Raymaekers and Rousseeuw (2019) <doi:10.1080/00401706.2019.1677270>.

Authors:Christian L. Goueguel [aut, cre]

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ConfidenceEllipse.pdf |ConfidenceEllipse.html
ConfidenceEllipse/json (API)
NEWS

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

Peer review:

Bug tracker:https://github.com/christiangoueguel/confidenceellipse/issues

Datasets:
  • glass - Glass Vessels Data

On CRAN:

confidence-ellipseconfidence-ellipsoidconfidence-regionmultivariate-distributionoutliers-detectionrobust-statistics

3 exports 1 stars 1.24 score 74 dependencies 1.0k downloads

Last updated 5 months agofrom:cf5e9c3fb9. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKSep 02 2024
R-4.5-winOKSep 02 2024
R-4.5-linuxOKSep 02 2024
R-4.4-winOKSep 02 2024
R-4.4-macOKSep 02 2024
R-4.3-winOKSep 02 2024
R-4.3-macOKSep 02 2024

Exports:%>%confidence_ellipseconfidence_ellipsoid

Dependencies:base64encbslibcachemcellWiseclicolorspacecpp11DEoptimRdigestdplyrevaluatefansifarverfastmapfontawesomeforcatsfsgenericsggplot2gluegridExtragtablehighrhtmltoolshtmlwidgetsisobandjquerylibjsonliteknitrlabelinglatticelifecyclemagrittrMASSMatrixmatrixStatsmemoisemgcvmimemunsellmvtnormnlmepcaPPpillarpkgconfigplyrpurrrR6rappdirsRColorBrewerRcppRcppArmadilloreshape2rglrlangrmarkdownrobustbaserrcovsassscalesshapestringistringrsvdtibbletidyrtidyselecttinytexutf8vctrsviridisLitewithrxfunyaml

Confidence Ellipse

Rendered fromconfidence-ellipse.Rmdusingknitr::rmarkdownon Sep 02 2024.

Last update: 2024-04-19
Started: 2024-04-04

Confidence Ellipsoid

Rendered fromconfidence-ellipsoid.Rmdusingknitr::rmarkdownon Sep 02 2024.

Last update: 2024-04-05
Started: 2024-04-04