Discrete Distribution Data Analysis with Wasserstein Distance


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Documentation for package ‘DDAWASS’ version 1.0.0

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*-method Arithmetic on discrete distributions
+-method Arithmetic on discrete distributions
--method Arithmetic on discrete distributions
Arith-distributionD Arithmetic on discrete distributions
compP-method Quantiles and cdf of a discrete distribution
compQ-distributionD Quantiles and cdf of a discrete distribution
compQ-method Quantiles and cdf of a discrete distribution
data2MatD Build a MatD from raw (micro) data
distributionD Constructor of a discrete distribution
distributionD-class Class distributionD
dotpD Inner product of quantile functions
get.cell.MatD Accessors of a MatD object
get.MatD.ncols Accessors of a MatD object
get.MatD.nrows Accessors of a MatD object
get.MatD.rownames Accessors of a MatD object
get.MatD.stats Statistics of the distributions in a MatD
get.MatD.varnames Accessors of a MatD object
kurtD Basic statistics of a discrete distribution
kurtD-method Basic statistics of a discrete distribution
long2MatD Build a MatD from a long frequency table
MatD Constructor of a matrix of discrete distributions
MatD-accessors Accessors of a MatD object
MatD-class Class MatD
MatD2long Convert a MatD into a long data.frame
MatD2tibble Convert legacy nested tibbles into a MatD (and back)
MatH2MatD Discretize a matrix of histograms (MatH) into a MatD
meanD Basic statistics of a discrete distribution
meanD-method Basic statistics of a discrete distribution
plot-method Plot a MatD
plot-method Plot a discrete distribution
rQQ-distributionD Quantile-quantile correlation of two discrete distributions
rQQ-method Quantile-quantile correlation of two discrete distributions
Satisfaction Simulated hotel satisfaction survey
Satisfaction_raw Simulated hotel satisfaction survey
set.cell.MatD Accessors of a MatD object
simplifyD Project discrete distributions on a fixed support
skewD Basic statistics of a discrete distribution
skewD-method Basic statistics of a discrete distribution
statsD Basic statistics of a discrete distribution
stdD Basic statistics of a discrete distribution
stdD-method Basic statistics of a discrete distribution
tibble2MatD Convert legacy nested tibbles into a MatD (and back)
varD Basic statistics of a discrete distribution
varD-method Basic statistics of a discrete distribution
WassSqDistD L2 Wasserstein distance between discrete distributions
WassSqDistD-method L2 Wasserstein distance between discrete distributions
WD.1d.PCA Principal component analysis of a single discrete distributional variable
WD.bind Bind MatD objects by rows or by columns
WD.bind.col Bind MatD objects by rows or by columns
WD.bind.row Bind MatD objects by rows or by columns
WD.correlation Wasserstein variance-covariance and correlation matrices
WD.cronbach Cronbach's alpha for discrete distributional variables
WD.MultiplePCA Multiple factor analysis of discrete distributional variables
WD.plot.Spanish.fan Spanish-fan plot of a quantile PCA
WD.quantile.matrix Matrix of quantiles of a MatD
WD.regression.GOF Goodness of fit indices for distributional regression
WD.regression.two.components Two-component regression of discrete distributional variables
WD.regression.two.components.predict Predictions of the two-component regression
WD.SSQ Total sum of squares of a discrete distributional variable
WD.var.covar Wasserstein variance-covariance and correlation matrices
WD.vec.mean Barycenter (Frechet mean) of discrete distributional variables
WD.vec.mean.simplified Barycenter expressed on the original support values
WD_hclust Hierarchical clustering of discrete distributional data
WD_kmeans K-means clustering of discrete distributional data
WD_MAT_DIST Matrix of L2 Wasserstein distances between the rows of a MatD
[-method Extract a sub-matrix of a MatD