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 nonparametric 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.

AuthorDaniel Kosiorowski, Mateusz Bocian, Anna Wegrzynkiewicz and Zygmunt Zawadzki from Cracow University of Economics.
Date of publication2016-02-11 20:18:06
MaintainerZygmunt Zawadzki <zawadzkizygmunt@gmail.com>
LicenseGPL-2
Version1.0.7

View on R-Forge

Man pages

abline-RobReg-method: Add line to plot

as.matrix-methods: as.matrix method for DepthCurveList.

asymmetryCurve: Asymmetry curve based on depths

AsymmetryCurve-class: AsymmetryCurve and AsymmetryCurveList

BinnDepth2d-class: BinnDepth2d

binningDepth2D: 2d Binning

CovDepthWeighted-class: CovLP

CovLP: CovLp

ddmvnorm: Normal depth versus depth plot

ddPlot: Depth versus depth plot

DDPlot-class: DDPlot

deepReg2d: Simple deepest regression method.

DeepReg2d-class: DeepReg2d

depth: Depth calculation

Depth-class: Depth

depthContour: Approximate depth contours

DepthCurve-class: DepthCurve

DepthCurveList-class: DepthCurveList

depthDensity: Depth weighted density estimator

DepthDensity-class: DepthDensity

depthEuclid: Euclidean Depth

depthLocal: Local depth

depthLP: LP Depth

depthMah: Mahalanobis Depth

depthMBD: Modified band depth

depthMedian-methods: Depth median

depthPersp: Perspective plot for depth functions

depthProjection: Projection Depth

depthTukey: Tukey Depth

getPlot-methods: Create ggplot object from DepthCurve, DepthCurveList and...

grapes-plus-grapes-methods: Adds plots

inf.mort: Infant mortality rate (0-1 year) per 1,000 live births

lsdAddContour-methods: Adds location scale depth contour to a plot.

LSDepth-class: Location-Scale depth class

LSDepthContour-class: Location-Scale depth contour class

lsdGetContour-methods: Get location-scale contour from LSDepthContour object

lsdSampleDepthContours: Calculate sample Mizera and Muller Student depth contours

lsdSampleMaxDepth: Calculates the maximum sample location-scale depth

maesles.imm: Children 1 year old immunized against measles, percentage

mWilcoxonTest: Depth based multivariate Wilcoxon test for a scale...

plot-BinnDepth2d-ANY-method: 2d Binning plot

plot-DepthDensity-ANY-method: Plot function for DepthDensity

plot-DepthMBD-ANY-method: Functional boxplot based on Modified Band Depth

plot-LSDepthContour-ANY-method: Plot Location-Scale depth contours.

plot-methods: Method for plotting DepthCurve and DDPlot object.

RobReg-class: RobReg

runifsphere: Random number generation from unit sphere.

scaleCurve: Scale curve

ScaleCurve-class: ScaleCurve and ScaleCurveList

trimProjReg2d: trimProjReg2d

TrimReg2d-class: TrimReg2d

under5.mort: Children under 5 months mortality rate per 1,000 live births

USLABOUR: US Labour dataset

Functions

\%+\% Man page
abline,RobReg-method Man page
as.matrix Man page
as.matrix,DepthCurveList Man page
as.matrix,DepthCurveList-method Man page
asymmetryCurve Man page
AsymmetryCurve-class Man page
BinnDepth2d-class Man page
binningDepth2D Man page
CovDepthWeighted-class Man page
CovLP Man page
ddmvnorm Man page
ddMvnorm Man page
ddPlot Man page
DDPlot-class Man page
deepReg2d Man page
DeepReg2d-class Man page
depth Man page
Depth-class Man page
depthContour Man page
DepthCurve-class Man page
\%+\%,DepthCurve,DepthCurveList-method Man page
\%+\%,DepthCurve,DepthCurve-method Man page
DepthCurveList-class Man page
\%+\%,DepthCurveList,DepthCurve-method Man page
depthDensity Man page
DepthDensity-class Man page
depthEuclid Man page
DepthEuclid Man page
depthLocal Man page
DepthLocal Man page
depthLP Man page
DepthLP Man page
depthMah Man page
DepthMahalanobis Man page
depthMBD Man page
depthMedian Man page
depthMedian,data.frame Man page
depthMedian,data.frame-method Man page
depthMedian,Depth Man page
depthMedian,Depth-method Man page
depthMedian,matrix Man page
depthMedian,matrix-method Man page
depthPersp Man page
depthProjection Man page
DepthProjection Man page
depthTukey Man page
DepthTukey Man page
getPlot Man page
getPlot,AsymmetryCurveList Man page
getPlot,AsymmetryCurveList-method Man page
getPlot,DDPlot Man page
getPlot,DDPlot-method Man page
getPlot,ScaleCurveList Man page
getPlot,ScaleCurveList-method Man page
grapes-plus-grapes-methods,DepthCurve,DepthCurve Man page
grapes-plus-grapes-methods,DepthCurve,DepthCurveList Man page
grapes-plus-grapes-methods,DepthCurveList,DepthCurve Man page
inf.mort Man page
lsdAddContour Man page
lsdAddContour,LSDepthContour Man page
lsdAddContour,LSDepthContour-method Man page
LSDepth-class Man page
LSDepthContour-class Man page
lsdGetContour Man page
lsdGetContour,LSDepthContour Man page
lsdGetContour,LSDepthContour-method Man page
lsdSampleDepthContours Man page
lsdSampleMaxDepth Man page
maesles.imm Man page
mWilcoxonTest Man page
plot Man page
plot,BinnDepth2d,ANY-method Man page
plot,DDPlot Man page
plot,DDPlot,ANY-method Man page
plot,DepthCurve Man page
plot,DepthCurve,ANY-method Man page
plot,DepthCurveList Man page
plot,DepthCurveList,ANY-method Man page
plot,DepthDensity,ANY-method Man page
plot,DepthMBD,ANY-method Man page
plot,LSDepthContour,ANY-method Man page
RobReg-class Man page
runifsphere Man page
scaleCurve Man page
ScaleCurve-class Man page
trimProjReg2d Man page
TrimReg2d-class Man page
under5.mort Man page
USLABOUR Man page

Files

DepthProc/DESCRIPTION
DepthProc/NAMESPACE
DepthProc/R
DepthProc/R/AllClasses.R DepthProc/R/AsymmetryCurveClass.R DepthProc/R/CovarianceFunctions.R DepthProc/R/DDPlotClass.R DepthProc/R/DepthBasedTests.R DepthProc/R/DepthCurveClass.R DepthProc/R/RcppExports.R DepthProc/R/ScaleCurveClass.R DepthProc/R/Utils.R DepthProc/R/asymmetrycurve.R DepthProc/R/binningDepth2d.R
DepthProc/R/ddPlot.r
DepthProc/R/ddmvnorm.R DepthProc/R/deepreg2d.R DepthProc/R/depth.R DepthProc/R/depthContour.R DepthProc/R/depthDensity.R DepthProc/R/depthLocal.R DepthProc/R/depthMedian.R DepthProc/R/depthPersp.R DepthProc/R/depthproc.R DepthProc/R/dynlib.R DepthProc/R/locationScaleDepth.R DepthProc/R/lsd.R DepthProc/R/mregdepth.R DepthProc/R/plotMBD.R DepthProc/R/runifsphere.R DepthProc/R/scalecurve.R DepthProc/R/trimprojreg2d.R
DepthProc/data
DepthProc/data/USLABOUR.rda
DepthProc/data/inf.mort.rda
DepthProc/data/maesles.imm.rda
DepthProc/data/under5.mort.rda
DepthProc/inst
DepthProc/inst/CITATION
DepthProc/inst/doc
DepthProc/inst/doc/DepthProc_vinegette.pdf
DepthProc/man
DepthProc/man/AsymmetryCurve-class.Rd DepthProc/man/BinnDepth2d-class.Rd DepthProc/man/CovDepthWeighted-class.Rd DepthProc/man/CovLP.Rd DepthProc/man/DDPlot-class.Rd DepthProc/man/DeepReg2d-class.Rd DepthProc/man/Depth-class.Rd DepthProc/man/DepthCurve-class.Rd DepthProc/man/DepthCurveList-class.Rd DepthProc/man/DepthDensity-class.Rd DepthProc/man/LSDepth-class.Rd DepthProc/man/LSDepthContour-class.Rd DepthProc/man/RobReg-class.Rd DepthProc/man/ScaleCurve-class.Rd DepthProc/man/TrimReg2d-class.Rd DepthProc/man/USLABOUR.Rd DepthProc/man/abline-RobReg-method.Rd DepthProc/man/as.matrix-methods.Rd DepthProc/man/asymmetryCurve.Rd DepthProc/man/binningDepth2D.Rd DepthProc/man/ddPlot.Rd DepthProc/man/ddmvnorm.Rd DepthProc/man/deepReg2d.Rd DepthProc/man/depth.Rd DepthProc/man/depthContour.Rd DepthProc/man/depthDensity.Rd DepthProc/man/depthEuclid.Rd DepthProc/man/depthLP.Rd DepthProc/man/depthLocal.Rd DepthProc/man/depthMBD.Rd DepthProc/man/depthMah.Rd DepthProc/man/depthMedian-methods.Rd DepthProc/man/depthPersp.Rd DepthProc/man/depthProjection.Rd DepthProc/man/depthTukey.Rd DepthProc/man/getPlot-methods.Rd DepthProc/man/grapes-plus-grapes-methods.Rd DepthProc/man/inf.mort.Rd DepthProc/man/lsdAddContour-methods.Rd DepthProc/man/lsdGetContour-methods.Rd DepthProc/man/lsdSampleDepthContours.Rd DepthProc/man/lsdSampleMaxDepth.Rd DepthProc/man/mWilcoxonTest.Rd DepthProc/man/maesles.imm.Rd DepthProc/man/plot-BinnDepth2d-ANY-method.Rd DepthProc/man/plot-DepthDensity-ANY-method.Rd DepthProc/man/plot-DepthMBD-ANY-method.Rd DepthProc/man/plot-LSDepthContour-ANY-method.Rd DepthProc/man/plot-methods.Rd DepthProc/man/runifsphere.Rd DepthProc/man/scaleCurve.Rd DepthProc/man/trimProjReg2d.Rd DepthProc/man/under5.mort.Rd
DepthProc/src
DepthProc/src/Depth.cpp
DepthProc/src/Depth.h
DepthProc/src/LocationEstimators.cpp
DepthProc/src/LocationEstimators.h
DepthProc/src/LocationScaleDepth.cpp
DepthProc/src/LocationScaleDepth.h
DepthProc/src/LocationScaleDepthCPP.cpp
DepthProc/src/Makevars
DepthProc/src/Makevars.win
DepthProc/src/RcppExports.cpp
DepthProc/src/RobCovLib.cpp
DepthProc/src/RobCovLib.h
DepthProc/src/RobCovLibConfig.h
DepthProc/src/TukeyDepth.cpp
DepthProc/src/TukeyDepth.h
DepthProc/src/Utils.cpp
DepthProc/src/Utils.h
DepthProc/src/UtilsCPP.cpp
DepthProc/src/covFunCPP.cpp
DepthProc/src/depthFunCPP.cpp
DepthProc/src/depthcpp.cpp

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