mrfDepth v1.0.12
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Depth Measures in Multivariate, Regression and Functional Settings
Tools to compute depth measures and implementations of related
tasks such as outlier detection, data exploration and
classification of multivariate, regression and functional data.
Readme
mrfDepth
The latest development version of mrfDepth may be installed from GitHub using
install.packages("devtools")
devtools::install_github("PSegaert/mrfDepth")
When installing the development version from GitHub on Windows, make sure that Rtools is installed first.
Functions in mrfDepth
| Name | Description | |
| characterI | Writing trajectories of the letter i. | |
| characterA | Writing trajectories of the letter 'a'. | |
| bloodfat | Blood data for patients with narrowing arteries | |
| cmltest | Test for linearity of the conditional median in simple regression | |
| dprojdepth | Directional projection depth of points relative to a dataset | |
| fheatmap | Creates MFOD heatmap | |
| adjOutl | Adjusted outlyingness of points relative to a dataset | |
| glass | EXPMA spectra of glass samples | |
| geological | Composition of elements in soil samples around the Baltic Sea | |
| cardata90 | Car data from Consumer Reports in 1990 | |
| bagplot | Draws a bagplot, a bivariate boxplot | |
| compBagplot | Location estimate based on the halfspace depth | |
| dprojmedian | Location estimates based on directional projection depth. | |
| fom | Draws the Functional Outlier Map (FOM) | |
| fOutl | Functional outlyingness measures for functional data | |
| dirOutl | Directional outlyingness of points relative to a dataset | |
| mfd | Multivariate functional depth for functional data | |
| mfdmedian | Multivariate functional median for functional data. | |
| depthContour | Depth contours of multivariate data | |
| octane | Near infrared spectra of gasoline samples. | |
| bagdistance | Bagdistance of points relative to a dataset | |
| hdepth | Halfspace depth of points relative to a dataset | |
| sdepth | Simplicial depth of points relative to a dataset | |
| hdepthmedian | Location estimates based on halfspace depth. | |
| plane | Fighter plane dataset | |
| plotContours | Draws depth contours of bivariate data | |
| distSpace | distSpace | |
| mrainbowplot | Rainbow plot for bivariate data | |
| medcouple | A robust measure of skewness for univariate data | |
| rdepthmedian | Hyperplane of maximal regression depth | |
| sprojdepth | Skewness-adjusted projection depth of points relative to a dataset | |
| wine | Proton Nuclear Magnetic Resonance spectra of 40 different wine samples | |
| sprojmedian | Location estimates based on skewness-adjusted projection depth. | |
| rdepth | Regression depth of hyperplanes | |
| symtest | Test for angular symmetry around a specified center for bivariate data | |
| stars | stars data | |
| tablets | Near Infrared Spectroscopy responses for a batch of pills | |
| outlyingness | Stahel-Donoho outlyingness of points relative to a dataset | |
| mri | Intensities of MRI images | |
| projdepth | Projection depth of points relative to a dataset | |
| projmedian | Location estimates based on projection depth. | |
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Details
| Type | Package |
| Date | 2020-03-31 |
| LinkingTo | RcppEigen (>= 0.3.2.9.0), Rcpp (>= 0.12.6), RcppArmadillo (>= 0.7.600.1.0) |
| License | GPL (>= 2) |
| LazyLoad | yes |
| URL | https://github.com/PSegaert/mrfDepth |
| BugReports | https://github.com/PSegaert/mrfDepth/issues |
| RoxygenNote | 6.1.0 |
| NeedsCompilation | yes |
| Packaged | 2020-03-31 09:45:16 UTC; u0105404 |
| Repository | CRAN |
| Date/Publication | 2020-04-01 10:20:02 UTC |
| imports | , abind , geometry , grid , matrixStats , reshape2 |
| depends | ggplot2 , R (>= 3.6.0) |
| linkingto | Rcpp (>= 0.12.6) , RcppArmadillo (>= 0.7.600.1.0) , RcppEigen (>= 0.3.2.9.0) |
| suggests | robustbase |
| Contributors | Peter Rousseeuw, Mia Hubert, Kaveh Vakili, Pieter Segaert |
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