DepthProc: Statistical Depth Functions for Multivariate Analysis

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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.

Author
Daniel Kosiorowski, Mateusz Bocian, Anna Wegrzynkiewicz and Zygmunt Zawadzki from Cracow University of Economics.
Date of publication
2016-02-12 10:59:09
Maintainer
Zygmunt Zawadzki <zawadzkizygmunt@gmail.com>
License
GPL-2
Version
1.0.7

View on CRAN

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
DepthProc/inst
DepthProc/inst/CITATION
DepthProc/inst/doc
DepthProc/inst/doc/DepthProc_vinegette.pdf
DepthProc/src
DepthProc/src/LocationScaleDepthCPP.cpp
DepthProc/src/Makevars
DepthProc/src/TukeyDepth.cpp
DepthProc/src/Utils.h
DepthProc/src/Depth.h
DepthProc/src/depthcpp.cpp
DepthProc/src/LocationScaleDepth.h
DepthProc/src/RobCovLib.h
DepthProc/src/RobCovLib.cpp
DepthProc/src/RobCovLibConfig.h
DepthProc/src/covFunCPP.cpp
DepthProc/src/LocationEstimators.h
DepthProc/src/Utils.cpp
DepthProc/src/TukeyDepth.h
DepthProc/src/LocationScaleDepth.cpp
DepthProc/src/Depth.cpp
DepthProc/src/LocationEstimators.cpp
DepthProc/src/Makevars.win
DepthProc/src/UtilsCPP.cpp
DepthProc/src/RcppExports.cpp
DepthProc/src/depthFunCPP.cpp
DepthProc/NAMESPACE
DepthProc/data
DepthProc/data/under5.mort.rda
DepthProc/data/USLABOUR.rda
DepthProc/data/maesles.imm.rda
DepthProc/data/inf.mort.rda
DepthProc/R
DepthProc/R/AllClasses.R
DepthProc/R/ddmvnorm.R
DepthProc/R/deepreg2d.R
DepthProc/R/Utils.R
DepthProc/R/trimprojreg2d.R
DepthProc/R/runifsphere.R
DepthProc/R/scalecurve.R
DepthProc/R/locationScaleDepth.R
DepthProc/R/depthContour.R
DepthProc/R/DepthCurveClass.R
DepthProc/R/lsd.R
DepthProc/R/depth.R
DepthProc/R/mregdepth.R
DepthProc/R/CovarianceFunctions.R
DepthProc/R/plotMBD.R
DepthProc/R/depthDensity.R
DepthProc/R/asymmetrycurve.R
DepthProc/R/DDPlotClass.R
DepthProc/R/ScaleCurveClass.R
DepthProc/R/DepthBasedTests.R
DepthProc/R/depthMedian.R
DepthProc/R/RcppExports.R
DepthProc/R/ddPlot.r
DepthProc/R/binningDepth2d.R
DepthProc/R/AsymmetryCurveClass.R
DepthProc/R/depthproc.R
DepthProc/R/depthPersp.R
DepthProc/R/depthLocal.R
DepthProc/R/dynlib.R
DepthProc/MD5
DepthProc/DESCRIPTION
DepthProc/man
DepthProc/man/DeepReg2d-class.Rd
DepthProc/man/runifsphere.Rd
DepthProc/man/plot-LSDepthContour-ANY-method.Rd
DepthProc/man/depthLocal.Rd
DepthProc/man/plot-methods.Rd
DepthProc/man/Depth-class.Rd
DepthProc/man/depthPersp.Rd
DepthProc/man/DepthCurve-class.Rd
DepthProc/man/depth.Rd
DepthProc/man/DDPlot-class.Rd
DepthProc/man/scaleCurve.Rd
DepthProc/man/depthTukey.Rd
DepthProc/man/lsdSampleDepthContours.Rd
DepthProc/man/plot-DepthDensity-ANY-method.Rd
DepthProc/man/lsdAddContour-methods.Rd
DepthProc/man/asymmetryCurve.Rd
DepthProc/man/deepReg2d.Rd
DepthProc/man/depthContour.Rd
DepthProc/man/as.matrix-methods.Rd
DepthProc/man/CovLP.Rd
DepthProc/man/plot-DepthMBD-ANY-method.Rd
DepthProc/man/lsdGetContour-methods.Rd
DepthProc/man/abline-RobReg-method.Rd
DepthProc/man/LSDepthContour-class.Rd
DepthProc/man/TrimReg2d-class.Rd
DepthProc/man/ddmvnorm.Rd
DepthProc/man/LSDepth-class.Rd
DepthProc/man/under5.mort.Rd
DepthProc/man/depthMedian-methods.Rd
DepthProc/man/depthLP.Rd
DepthProc/man/maesles.imm.Rd
DepthProc/man/DepthDensity-class.Rd
DepthProc/man/ddPlot.Rd
DepthProc/man/AsymmetryCurve-class.Rd
DepthProc/man/inf.mort.Rd
DepthProc/man/depthMah.Rd
DepthProc/man/depthEuclid.Rd
DepthProc/man/depthDensity.Rd
DepthProc/man/BinnDepth2d-class.Rd
DepthProc/man/getPlot-methods.Rd
DepthProc/man/ScaleCurve-class.Rd
DepthProc/man/depthMBD.Rd
DepthProc/man/trimProjReg2d.Rd
DepthProc/man/DepthCurveList-class.Rd
DepthProc/man/USLABOUR.Rd
DepthProc/man/RobReg-class.Rd
DepthProc/man/depthProjection.Rd
DepthProc/man/plot-BinnDepth2d-ANY-method.Rd
DepthProc/man/grapes-plus-grapes-methods.Rd
DepthProc/man/binningDepth2D.Rd
DepthProc/man/mWilcoxonTest.Rd
DepthProc/man/lsdSampleMaxDepth.Rd
DepthProc/man/CovDepthWeighted-class.Rd