HistDAWass: Histogram-Valued Data Analysis
Version 0.1.6

In the framework of Symbolic Data Analysis, a relatively new approach to the statistical analysis of multi-valued data, we consider histogram-valued data, i.e., data described by univariate histograms. The methods and the basic statistics for histogram-valued data are mainly based on the L2 Wasserstein metric between distributions, i.e., a Euclidean metric between quantile functions. The package contains unsupervised classification techniques, least square regression and tools for histogram-valued data and for histogram time series.

AuthorAntonio Irpino [aut, cre]
Date of publication2017-02-13 11:27:36
MaintainerAntonio Irpino <antonio.irpino@unina2.it>
LicenseGPL (>= 2)
Version0.1.6
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("HistDAWass")

Getting started

Package overview
README.md

Popular man pages

DouglasPeucker: Ramer-Douglas-Peucker algorithm for curve fitting with a...
plot-MatH: Method plot for a matrix of histograms
WH.1d.PCA: Principal components analysis of histogram variable based on...
WH.correlation-methods: Method WH.correlation
WH_hclust: Hierarchical clustering of histogram data
WH.mat.prod-methods: Method WH.mat.prod
WH.regression.two.components: Multiple regression analysis for histogram variables based on...
See all...

All man pages Function index File listing

Man pages

Age_Pyramids_2014: Age pyramids of all the countries of the World in 2014
Agronomique: Agronomique data
BLOOD: Blood dataset for Histogram data analysis
BloodBRITO: Blood dataset from Brito P. for Histogram data analysis
Center.cell.MatH-methods: Method Center.cell.MatH Centers all the cells of a matrix of...
checkEmptyBins-methods: Method 'checkEmptyBins'
China_Month: A monthly climatic dataset of China
China_Seas: A seasonal climatic dataset of China
compP-methods: Method 'compP'
compQ-methods: Method 'compQ'
crwtransform-methods: Method 'crwtransform': returns the centers and the radii of...
data2hist: From real data to distributionH.
distributionH-class: Class distributionH.
dotpW-methods: Method 'dotpW'
DouglasPeucker: Ramer-Douglas-Peucker algorithm for curve fitting with a...
extract-methods: extract from a MatH Method [
get.cell.MatH-methods: Method get.cell.MatH Returns the histogram in a cell of a...
get.distr-methods: Method 'get.distr': show the distribution
get.histo-methods: Method 'get.histo': show the distribution with bins
get.MatH.main.info-methods: Method get.MatH.main.info
get.MatH.ncols-methods: Method get.MatH.ncols
get.MatH.nrows-methods: Method get.MatH.nrows
get.MatH.rownames-methods: Method get.MatH.rownames
get.MatH.stats-methods: Method get.MatH.stats
get.MatH.varnames-methods: Method get.MatH.varnames
get.m-methods: Method 'get.m': the mean of a distribution
get.s-methods: Method 'get.s': the standard deviation of a distribution
HistDAWass-package: Histogram-Valued Data Analysis
HTS-class: Class HTS
HTS.exponential.smoothing: Smoothing with exponential smoothing of a histogram time...
HTS.moving.averages: Smoothing with moving averages of a histogram time series
HTS.predict.knn: K-NN predictions of a histogram time series
is.registeredMH-methods: Method is.registeredMH
kurtH-methods: Method 'kurtH': computes the kurthosis of a distribution
MatH-class: Class MatH.
meanH-methods: Method 'meanH': computes the mean of a distribution
minus: Method -
OzoneFull: Full Ozone dataset for Histogram data analysis
OzoneH: Complete Ozone dataset for Histogram data analysis
plot-distributionH: plot for a distributionH object
plot_errors: A function for plotting functions of errors
plot-HTS: Method plot for a histogram time series
plot-MatH: Method plot for a matrix of histograms
plotPredVsObs: A function for comparing observed vs predicted histograms
plot-TdistributionH: plot for a TdistributionH object
plus-methods: Method +
register-methods: Method 'register'
registerMH-methods: Method registerMH
RetHTS: A histogram-valued dataset of returns
rQQ-methods: Method 'rQQ'
set.cell.MatH-methods: Method set.cell.MatH assign a histogram to a cell of a matrix...
ShortestDistance: Shortes distance from a point o a 2d segment
show-distributionH-methods: Method show for distributionH
show-MatH-methods: Method show for MatH
skewH-methods: Method 'skewH': computes the skewness of a distribution
stations_coordinates: Stations coordinates of China_Month and China_Seas datasets
stdH-methods: Method 'stdH': computes the standard deviation of a...
subsetHTS-methods: Method 'subsetHTS': extract a subset of a histogram time...
TdistributionH-class: Class TdistributionH
times-methods: Method *
TMatH-class: Class TMatH
WassSqDistH-methods: Method 'WassSqDistH'
WH.1d.PCA: Principal components analysis of histogram variable based on...
WH_2d_Adaptive_Kohonen_maps: Batch Kohonen self-organizing 2d maps using adaptive...
WH_2d_Kohonen_maps: Batch Kohonen self-organizing 2d maps for histogram-valued...
WH_adaptive_fcmeans: Fuzzy c-means with adaptive distances for histogram-valued...
WH_adaptive.kmeans: K-means of a dataset of histogram-valued data using adaptive...
WH.bind.col-methods: Method WH.bind.col
WH.bind-methods: Method WH.bind
WH.bind.row-methods: Method WH.bind.row
WH.correlation2-methods: Method WH.correlation2
WH.correlation-methods: Method WH.correlation
WH_fcmeans: Fuzzy c-means of a dataset of histogram-valued data
WH_hclust: Hierarchical clustering of histogram data
WH_kmeans: K-means of a dataset of histogram-valued data
WH.mat.prod-methods: Method WH.mat.prod
WH.mat.sum-methods: Method WH.mat.sum
WH.MultiplePCA: (Preliminary version) Principal components analysis of a set...
WH.regression.GOF: Goodness of Fit indices for Multiple regression of histogram...
WH.regression.two.components: Multiple regression analysis for histogram variables based on...
WH.regression.two.components.predict: Multiple regression analysis for histogram variables based on...
WH.SSQ2-methods: Method WH.SSQ2
WH.SSQ-methods: Method WH.SSQ
WH.var.covar2-methods: Method WH.var.covar2
WH.var.covar-methods: Method WH.var.covar
WH.vec.mean-methods: Method WH.vec.mean
WH.vec.sum-methods: Method WH.vec.sum

Functions

*,distributionH,distributionH-method Man page
*,distributionH,numeric-method Man page
*,numeric,distributionH-method Man page
*-methods Man page Man page Man page
+ Man page Man page Man page
+,distributionH,distributionH-method Man page
+,distributionH,numeric-method Man page
+,numeric,distributionH-method Man page
-,distributionH,distributionH-method Man page
-,distributionH,numeric-method Man page
-,numeric,distributionH-method Man page
ADA_F_DIST Source code Source code
Age_Pyramids_2014 Man page
Agronomique Man page
BLOOD Man page
BloodBRITO Man page
Center.cell.MatH Man page
Center.cell.MatH,MatH-method Man page
China_Month Man page
China_Seas Man page
ComputeFastSSQ Source code
ComputeFastSSQ_Fuzzy Source code
ComputeFast_Fuzzy_Adaptive_TOT_SSQ Source code
ComputeFast_Fuzzy_TOT_SSQ Source code
ComputeFast_L2_SQ_WASS_D Source code Source code
ComputeFast_L2_SQ_WASS_DMAT Source code
DISTA_ADA Source code Source code
DouglasPeucker Man page Source code
HTS Man page
HTS-class Man page
HTS.exponential.smoothing Man page Source code
HTS.moving.averages Man page Source code
HTS.predict.knn Man page Source code
HistDAWass Man page
HistDAWass-package Man page
MEMB_comp Source code
MatH Man page Man page Source code
MatH-class Man page
OzoneFull Man page
OzoneH Man page
Prepare Source code
RetHTS Man page
ShortestDistance Man page Source code
TMatH Man page
TMatH-class Man page
TdistributionH Man page
TdistributionH-class Man page
WH.1d.PCA Man page Source code
WH.ADPT.FCMEANS.SSQ Source code
WH.ADPT.FCMEANS.SSQ_FAST Source code
WH.ADPT.KMEANS.TOTALSSQ Source code
WH.ADPT.KOHONEN.SSQ Source code
WH.MultiplePCA Man page Source code
WH.NNLS Source code
WH.SSQ Man page
WH.SSQ,MatH-method Man page
WH.SSQ2 Man page
WH.SSQ2,MatH,MatH-method Man page
WH.SSQ2,MatH-method Man page
WH.bind Man page
WH.bind,MatH,MatH-method Man page
WH.bind,MatH-method Man page
WH.bind.col Man page
WH.bind.col,MatH,MatH-method Man page
WH.bind.col,MatH-method Man page
WH.bind.row Man page
WH.bind.row,MatH,MatH-method Man page
WH.bind.row,MatH-method Man page
WH.correlation Man page
WH.correlation,MatH-method Man page
WH.correlation2 Man page
WH.correlation2,MatH,MatH-method Man page
WH.correlation2,MatH-method Man page
WH.mat.prod Man page
WH.mat.prod,MatH,MatH-method Man page
WH.mat.prod,MatH-method Man page
WH.mat.sum Man page
WH.mat.sum,MatH,MatH-method Man page
WH.mat.sum,MatH-method Man page
WH.regr.two.comp.Bootstrap Source code
WH.regression.GOF Man page Source code
WH.regression.two.components Man page Source code
WH.regression.two.components.predict Man page Source code
WH.var.covar Man page
WH.var.covar,MatH-method Man page
WH.var.covar2 Man page
WH.var.covar2,MatH,MatH-method Man page
WH.var.covar2,MatH-method Man page
WH.vec.mean Man page
WH.vec.mean,MatH-method Man page
WH.vec.sum Man page
WH.vec.sum,MatH-method Man page
WH_2d_Adaptive_Kohonen_maps Man page Source code
WH_2d_Kohonen_maps Man page Source code
WH_adaptive.kmeans Man page Source code
WH_adaptive_fcmeans Man page Source code
WH_fcmeans Man page Source code
WH_hclust Man page Source code
WH_kmeans Man page Source code
WassSqDistH Man page
WassSqDistH,distributionH,distributionH-method Man page
WassSqDistH,distributionH-method Man page
[ Man page
[,MatH,ANY,ANY,ANY-method Man page
[,MatH-method Man page
checkEmptyBins Man page
checkEmptyBins,distributionH-method Man page
compP Man page
compP,distributionH,numeric-method Man page
compP,distributionH-method Man page
compQ Man page
compQ,distributionH,numeric-method Man page
compQ,distributionH-method Man page
crwtransform Man page
crwtransform,distributionH-method Man page
data2hist Man page Source code
distributionH Man page Man page Source code
distributionH-class Man page
dotpW Man page
dotpW,distributionH,distributionH-method Man page
dotpW,distributionH,numeric-method Man page
dotpW,distributionH-method Man page Man page Man page
dotpW,numeric,distributionH-method Man page
get.MatH.main.info Man page
get.MatH.main.info,MatH-method Man page
get.MatH.ncols Man page
get.MatH.ncols,MatH-method Man page
get.MatH.nrows Man page
get.MatH.nrows,MatH-method Man page
get.MatH.rownames Man page
get.MatH.rownames,MatH-method Man page
get.MatH.stats Man page
get.MatH.stats,MatH-method Man page
get.MatH.varnames Man page
get.MatH.varnames,MatH-method Man page
get.cell.MatH Man page
get.cell.MatH,MatH,numeric,numeric-method Man page
get.cell.MatH,MatH-method Man page
get.distr Man page
get.distr,distributionH-method Man page
get.histo Man page
get.histo,distributionH-method Man page
get.m Man page
get.m,distributionH-method Man page
get.s Man page
get.s,distributionH-method Man page
initialize,HTS-method Man page
initialize,MatH-method Man page
initialize,TMatH-method Man page
initialize,TdistributionH-method Man page
initialize,distributionH-method Man page
is.registeredMH Man page
is.registeredMH,MatH-method Man page
kurtH Man page
kurtH,distributionH-method Man page
meanH Man page
meanH,distributionH-method Man page
minus Man page Man page Man page
multiplot Source code
plot,HTS-method Man page
plot,MatH-method Man page
plot,TdistributionH-method Man page
plot,distributionH-method Man page
plot-HTS Man page
plot-MatH Man page
plot-TdistributionH Man page
plot-distributionH Man page
plot.HTS.1v Source code
plot.M Source code
plot.gg Source code
plotPredVsObs Man page Source code
plot_errors Man page Source code
print_map Source code
rQQ Man page
rQQ,distributionH,distributionH-method Man page
rQQ,distributionH-method Man page
register Man page
register,distributionH,distributionH-method Man page
register,distributionH-method Man page
registerMH Man page
registerMH,MatH-method Man page
set.cell.MatH Man page
set.cell.MatH,MatH-method Man page
set.cell.MatH,distributionH,MatH,numeric,numeric-method Man page
show Man page
show,MatH-method Man page
show,distributionH-method Man page
show-MatH Man page
skewH Man page
skewH,distributionH-method Man page
stations_coordinates Man page
stdH Man page
stdH,distributionH-method Man page
subsetHTS Man page
subsetHTS,HTS,numeric,numeric-method Man page
summary.HTS Source code

Files

NAMESPACE
data
data/HData.RData
R
R/Utility.R
R/H_time_series.R
R/Met_HTS.R
R/regression.R
R/unsuperv_classification.R
R/Kohonen_maps.R
R/All_classes.R
R/Fuzzy_cmeans.R
R/Plotting_with_ggplot.R
R/principal_components.R
R/Met_distributionH.R
R/HistDAWass-package.R
R/Met_MatH.R
README.md
MD5
DESCRIPTION
man
man/set.cell.MatH-methods.Rd
man/get.MatH.varnames-methods.Rd
man/get.MatH.rownames-methods.Rd
man/meanH-methods.Rd
man/get.histo-methods.Rd
man/stdH-methods.Rd
man/MatH-class.Rd
man/distributionH-class.Rd
man/minus.Rd
man/get.s-methods.Rd
man/get.m-methods.Rd
man/WH.var.covar2-methods.Rd
man/is.registeredMH-methods.Rd
man/TMatH-class.Rd
man/WH.mat.prod-methods.Rd
man/show-MatH-methods.Rd
man/kurtH-methods.Rd
man/WH.1d.PCA.Rd
man/Agronomique.Rd
man/China_Seas.Rd
man/WH.var.covar-methods.Rd
man/get.MatH.nrows-methods.Rd
man/WH.vec.mean-methods.Rd
man/WH.SSQ-methods.Rd
man/HTS.predict.knn.Rd
man/plot-distributionH.Rd
man/times-methods.Rd
man/OzoneH.Rd
man/WH.vec.sum-methods.Rd
man/ShortestDistance.Rd
man/rQQ-methods.Rd
man/WH.correlation2-methods.Rd
man/subsetHTS-methods.Rd
man/WH_adaptive_fcmeans.Rd
man/China_Month.Rd
man/plot-TdistributionH.Rd
man/plus-methods.Rd
man/OzoneFull.Rd
man/extract-methods.Rd
man/HistDAWass-package.Rd
man/WH_hclust.Rd
man/get.MatH.stats-methods.Rd
man/TdistributionH-class.Rd
man/DouglasPeucker.Rd
man/WH_kmeans.Rd
man/HTS-class.Rd
man/skewH-methods.Rd
man/WH.MultiplePCA.Rd
man/WH_2d_Kohonen_maps.Rd
man/compP-methods.Rd
man/get.MatH.ncols-methods.Rd
man/WH.regression.GOF.Rd
man/WH_2d_Adaptive_Kohonen_maps.Rd
man/WH.SSQ2-methods.Rd
man/HTS.exponential.smoothing.Rd
man/get.MatH.main.info-methods.Rd
man/plotPredVsObs.Rd
man/WH.mat.sum-methods.Rd
man/checkEmptyBins-methods.Rd
man/plot-MatH.Rd
man/dotpW-methods.Rd
man/data2hist.Rd
man/registerMH-methods.Rd
man/get.distr-methods.Rd
man/WH.bind-methods.Rd
man/show-distributionH-methods.Rd
man/WH.correlation-methods.Rd
man/compQ-methods.Rd
man/Center.cell.MatH-methods.Rd
man/WH.regression.two.components.predict.Rd
man/WH.bind.col-methods.Rd
man/get.cell.MatH-methods.Rd
man/WH.bind.row-methods.Rd
man/BLOOD.Rd
man/WH.regression.two.components.Rd
man/crwtransform-methods.Rd
man/WassSqDistH-methods.Rd
man/BloodBRITO.Rd
man/plot_errors.Rd
man/WH_adaptive.kmeans.Rd
man/WH_fcmeans.Rd
man/HTS.moving.averages.Rd
man/stations_coordinates.Rd
man/RetHTS.Rd
man/Age_Pyramids_2014.Rd
man/register-methods.Rd
man/plot-HTS.Rd
HistDAWass documentation built on May 19, 2017, noon

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