Package: DepthProc 2.1.5

DepthProc: Statistical Depth Functions for Multivariate Analysis

Data depth concept offers a variety of powerful and user friendly tools for robust exploration and inference for multivariate data. The offered techniques may be successfully used in cases of lack of our knowledge on parametric models generating data due to their nature. The package consist of among others implementations of several data depth techniques involving multivariate quantile-quantile plots, multivariate scatter estimators, multivariate Wilcoxon tests and robust regressions.

Authors:Zygmunt Zawadzki [aut, cre], Daniel Kosiorowski [aut], Krzysztof Slomczynski [ctb], Mateusz Bocian [ctb], Anna Wegrzynkiewicz [ctb]

DepthProc_2.1.5.tar.gz
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DepthProc.pdf |DepthProc.html✨
DepthProc/json (API)
NEWS

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

Peer review:

Bug tracker:https://github.com/zzawadz/depthproc/issues

Uses libs:
  • openblas– Optimized BLAS
  • c++– GNU Standard C++ Library v3
  • openmp– GCC OpenMP (GOMP) support library
Datasets:
  • USLABOUR - US Labour dataset
  • cracow.airpollution - Air pollution with PM10 in Cracow within day and night in December 2016
  • france - Relation between minimum wage (MW) and unemployment rate (UR) in France.
  • inf.mort - Infant mortality rate (0-1 year) per 1,000 live births
  • internet.users - Internet view data
  • katowice.airpollution - Air pollution in Katowice city by hour.
  • maesles.imm - Children 1 year old immunized against measles, percentage
  • under5.mort - Children under 5 months mortality rate per 1,000 live births

On CRAN:

depth-functionsexploratory-data-analysisstatistics

5.28 score 6 stars 2 packages 105 scripts 416 downloads 36 exports 51 dependencies

Last updated 3 years agofrom:63b5120c9d. Checks:OK: 1 NOTE: 8. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 07 2024
R-4.5-win-x86_64NOTENov 07 2024
R-4.5-linux-x86_64NOTENov 07 2024
R-4.4-win-x86_64NOTENov 07 2024
R-4.4-mac-x86_64NOTENov 07 2024
R-4.4-mac-aarch64NOTENov 07 2024
R-4.3-win-x86_64NOTENov 07 2024
R-4.3-mac-x86_64NOTENov 07 2024
R-4.3-mac-aarch64NOTENov 07 2024

Exports:ablineas.matrixasymmetryCurvebinningDepth2DcombineDepthCurvesCovLPddMvnormddPlotdeepReg2ddepthdepthContourdepthDensitydepthEucliddepthLocaldepthLPdepthMahdepthMediandepthPerspdepthProjectiondepthTukeyfncBoxPlotfncDepthfncDepthFMfncDepthMBDfncDepthMedianfncGetBandgetPlotlsdAddContourlsdGetContourlsdSampleDepthContourslsdSampleMaxDepthmWilcoxonTestplotrunifspherescaleCurvetrimProjReg2d

Dependencies:abindbootclicolorspacecubatureDEoptimRfansifarvergeometryggplot2gluegtableisobandlabelinglatticelifecyclelinproglpSolvemagicmagrittrMASSMatrixMatrixModelsmgcvmunsellmvtnormnlmenppcaPPpillarpkgconfigquadprogquantregR6RColorBrewerRcppRcppArmadilloRcppProgressrlangrobustbaserrcovscalessmSparseMsurvivaltibbleutf8vctrsviridisLitewithrzoo

Readme and manuals

Help Manual

Help pageTopics
Add line to plotabline,RobReg,ANY,ANY,ANY-method abline,RobReg-method
as.matrix method for DepthCurveList.as.matrix as.matrix,DepthCurveList-method
Asymmetry curve based on depthsasymmetryCurve
AsymmetryCurve and AsymmetryCurveListAsymmetryCurve-class
BinnDepth2dBinnDepth2d-class
2d BinningbinningDepth2D
Adds plotscombineDepthCurves combineDepthCurves,ANY,ANY,list-method combineDepthCurves,DepthCurve,DepthCurve,ANY-method combineDepthCurves,DepthCurve,DepthCurveList,ANY-method combineDepthCurves,DepthCurveList,DepthCurve,ANY-method
CovLPCovDepthWeighted-class
CovLpCovLP
Air pollution with PM10 in Cracow within day and night in December 2016cracow.airpollution
Normal depth versus depth plotddMvnorm ddmvnorm
Depth versus depth plotddPlot
DDPlotDDPlot-class
Simple deepest regression method.deepReg2d
DeepReg2dDeepReg2d-class
Depth calculationdepth
DepthDepth-class
Approximate depth contoursdepthContour
DepthCurveDepthCurve-class
DepthCurveListDepthCurveList-class
Depth weighted density estimatordepthDensity
DepthDensityDepthDensity-class
Euclidean DepthdepthEuclid
Local depthdepthLocal
LP DepthdepthLP
Mahalanobis DepthdepthMah
Depth mediandepthMedian depthMedian,data.frame-method depthMedian,Depth-method depthMedian,matrix-method
Perspective plot for depth functionsdepthPersp
Projection DepthdepthProjection
Tukey DepthdepthTukey
Functional boxplot based on Modified Band DepthfncBoxPlot
Basic function for functional depthsfncDepth fncDepth.matrix fncDepth.zoo
FM DepthfncDepthFM
Modified band depthfncDepthMBD
Functional medianfncDepthMedian
Functional bandsfncGetBand
Relation between minimum wage (MW) and unemployment rate (UR) in France.france
Functional DepthFunctionalDepth-class
Create ggplot object from DepthCurve, DepthCurveList and DDPlot classes.getPlot getPlot,AsymmetryCurveList-method getPlot,DDPlot-method getPlot,ScaleCurveList-method
Infant mortality rate (0-1 year) per 1,000 live birthsinf.mort
Internet view datainternet.users
Air pollution in Katowice city by hour.katowice.airpollution
Adds location scale depth contour to the existing plot.lsdAddContour lsdAddContour,LSDepthContour-method
Location-Scale depth classLSDepth-class
Location-Scale depth contour classLSDepthContour-class
Get location-scale contour from LSDepthContour object.lsdGetContour lsdGetContour,LSDepthContour-method
Calculate sample Mizera and Muller Student depth contourslsdSampleDepthContours
Calculates the maximum sample location-scale depthlsdSampleMaxDepth
Children 1 year old immunized against measles, percentagemaesles.imm
Multivariate Wilcoxon test for equality of dispersion.mWilcoxonTest
Method for plotting DepthCurve and DDPlot object.plot plot,DDPlot,ANY-method plot,DepthCurve,ANY-method plot,DepthCurveList,ANY-method
2d Binning plotplot,BinnDepth2d,ANY-method
Plot function for DepthDensity.plot,DepthDensity,ANY-method
Plot Location-Scale depth contours.plot,LSDepthContour,ANY-method
RobRegRobReg-class
Random number generation from unit sphere.runifsphere
Scale curvescaleCurve
ScaleCurve and ScaleCurveListScaleCurve-class
trimProjReg2dtrimProjReg2d
TrimReg2dTrimReg2d-class
Children under 5 months mortality rate per 1,000 live birthsunder5.mort
US Labour datasetUSLABOUR