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

Files in this package

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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