Generalized Additive Models for Location Scale and Shape


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Documentation for package ‘gamlss’ version 5.4-22

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A B C D E F G H I L M N P Q R S T U V W Z misc

gamlss-package Generalized Additive Models for Location Scale and Shape

-- A --

acfResid ACF plot of the residuals
add1All Choose a model by GAIC in a Stepwise Algorithm
add1TGD A Set of Functions for selecting Models using Validation or Test Data Sets and Cross Validation
additive.fit Implementing Backfitting in GAMLSS
AIC.gamlss Gives the GAIC for a GAMLSS Object

-- B --

bfp Functions to fit fractional polynomials in GAMLSS
bp Bucket plot

-- C --

calibration Calibrating centile curves
centiles Plots the centile curves for a GAMLSS object
centiles.com Comparing centiles from different GAMLSS models
centiles.fan Plots the centile curves for a GAMLSS object
centiles.pred Creating predictive centiles values
centiles.split Plots centile curves split by x for a GAMLSS object
chooseDist Fitting Different Parametric 'gamlss.family' Distributions.
chooseDistPred Fitting Different Parametric 'gamlss.family' Distributions.
coef.gamlss Extract Model Coefficients in a GAMLSS fitted model
coefAll Extract Model Coefficients in a GAMLSS fitted model
cs Specify a Smoothing Cubic Spline Fit in a GAMLSS Formula
cs.control Specify a Smoothing Cubic Spline Fit in a GAMLSS Formula
CV A Set of Functions for selecting Models using Validation or Test Data Sets and Cross Validation
cy P-Splines Fits in a GAMLSS Formula
cy.control P-Splines Fits in a GAMLSS Formula

-- D --

deviance.gamlss Global Deviance of a GAMLSS model
devianceIncr The global deviance increment
drop1All Choose a model by GAIC in a Stepwise Algorithm
drop1TGD A Set of Functions for selecting Models using Validation or Test Data Sets and Cross Validation
dtop Detrended transformed Owen's plot

-- E --

ECDF Survival function plots for checking the tail behaviour of the data
edf Effective degrees of freedom from gamlss model
edfAll Effective degrees of freedom from gamlss model
extractAIC.gamlss Gives the GAIC for a GAMLSS Object

-- F --

find.hyper A function to select values of hyper-parameters in a GAMLSS model
findPower Quantile Sheets
fitDist Fitting Different Parametric 'gamlss.family' Distributions.
fitDistPred Fitting Different Parametric 'gamlss.family' Distributions.
fitted.gamlss Extract Fitted Values For A GAMLSS Model
fittedPlot Plots The Fitted Values of a GAMLSS Model
formula.gamlss Extract the Model Formula in a GAMLSS fitted model
fp Functions to fit fractional polynomials in GAMLSS
fv Extract Fitted Values For A GAMLSS Model

-- G --

GAIC Gives the GAIC for a GAMLSS Object
GAIC.scaled Gives the GAIC for a GAMLSS Object
GAIC.table Gives the GAIC for a GAMLSS Object
gamlss Generalized Additive Models for Location Scale and Shape
gamlss.control Auxiliary for Controlling GAMLSS Fitting
gamlss.cs Support for Function cs() and scs()
gamlss.cy Support for Functions for smoothers
gamlss.fp Support for Function fp()
gamlss.lo Support for Function lo()
gamlss.pb Support for Functions for smoothers
gamlss.pbc Support for Functions for smoothers
gamlss.pbm Support for Functions for smoothers
gamlss.pbo Support for Functions for smoothers
gamlss.pbp Support for Functions for smoothers
gamlss.pbz Support for Functions for smoothers
gamlss.pcat Reduction for the Levels of a Factor.
gamlss.pp Support for Function fp()
gamlss.ps Support for Functions for smoothers
gamlss.pvc Support for Functions for smoothers
gamlss.random Support for Functions random() and re()
gamlss.re Support for Functions random() and re()
gamlss.ri Support for Functions for smoothers
gamlss.scope Generate a Scope Argument for Stepwise GAMLSS
gamlssCV A Set of Functions for selecting Models using Validation or Test Data Sets and Cross Validation
gamlssML Maximum Likelihood estimation of a simple GAMLSS model
gamlssMLpred Maximum Likelihood estimation of a simple GAMLSS model
gamlssNews Generalized Additive Models for Location Scale and Shape
gamlssVGD A Set of Functions for selecting Models using Validation or Test Data Sets and Cross Validation
gen.likelihood A function to generate the likelihood function from a GAMLSS object
get.K Robust Variance-Covariance matrix of the parameters from a fitted GAMLSS model
get.rqres Creating and Plotting Randomized Quantile Residuals
getOrder Fitting Different Parametric 'gamlss.family' Distributions.
getPEF Getting the partial effect function from a continuous term in a GAMLSS model
getQuantile Getting the partial quantile function for a term
getSmo Extracting Smoother information from a GAMLSS fitted object
getTGD A Set of Functions for selecting Models using Validation or Test Data Sets and Cross Validation
getZmatrix P-Splines Fits in a GAMLSS Formula
glim.control Auxiliary for Controlling the inner algorithm in a GAMLSS Fitting

-- H --

histDist This function plots the histogram and a fitted (GAMLSS family) distribution to a variable
histSmo Density estimation using the Poisson trick
histSmoC Density estimation using the Poisson trick
histSmoO Density estimation using the Poisson trick
histSmoP Density estimation using the Poisson trick

-- I --

IC Gives the GAIC for a GAMLSS Object
is.gamlss Generalized Additive Models for Location Scale and Shape

-- L --

lms A function to fit LMS curves for centile estimation
lo Specify a loess fit in a GAMLSS formula
lo.control Specify a loess fit in a GAMLSS formula
loglogplot Survival function plots for checking the tail behaviour of the data
loglogplot0 Survival function plots for checking the tail behaviour of the data
loglogSurv Survival function plots for checking the tail behaviour of the data
loglogSurv1 Survival function plots for checking the tail behaviour of the data
loglogSurv2 Survival function plots for checking the tail behaviour of the data
loglogSurv3 Survival function plots for checking the tail behaviour of the data
logSurv Survival function plots for checking the tail behaviour of the data
logSurv0 Survival function plots for checking the tail behaviour of the data
lp Extract Linear Predictor Values and Standard Errors For A GAMLSS Model
lpred Extract Linear Predictor Values and Standard Errors For A GAMLSS Model
LR.test Likelihood Ratio test for nested GAMLSS models

-- M --

model.frame.gamlss Extract a model.frame, a model matrix or terms from a GAMLSS object for a given distributional parameter
model.matrix.gamlss Extract a model.frame, a model matrix or terms from a GAMLSS object for a given distributional parameter

-- N --

numeric.deriv An internal GAMLSS function for numerical derivatives

-- P --

par.plot A function to plot parallel plot for repeated measurement data
pb P-Splines Fits in a GAMLSS Formula
pb.control P-Splines Fits in a GAMLSS Formula
pbc P-Splines Fits in a GAMLSS Formula
pbc.control P-Splines Fits in a GAMLSS Formula
pbm P-Splines Fits in a GAMLSS Formula
pbm.control P-Splines Fits in a GAMLSS Formula
pbo P-Splines Fits in a GAMLSS Formula
pbo.control P-Splines Fits in a GAMLSS Formula
pbp P-Splines Fits in a GAMLSS Formula
pbp.control P-Splines Fits in a GAMLSS Formula
pbz P-Splines Fits in a GAMLSS Formula
pbz.control P-Splines Fits in a GAMLSS Formula
pcat Reduction for the Levels of a Factor.
pdf.plot Plots Probability Distribution Functions for GAMLSS Family
plot.gamlss Plot Residual Diagnostics for an GAMLSS Object
plot.histSmo A Plotting Function for density estimator object histSmo
plot2way Function to plot two interaction in a GAMLSS model
plotDF Reduction for the Levels of a Factor.
plotLambda Reduction for the Levels of a Factor.
poly.matrix Auxiliary support for the GAMLSS
polyS Auxiliary support for the GAMLSS
pp Functions to fit fractional polynomials in GAMLSS
predict.gamlss Extract Predictor Values and Standard Errors For New Data In a GAMLSS Model
predictAll Extract Predictor Values and Standard Errors For New Data In a GAMLSS Model
print.gamlss Prints a GAMLSS fitted model
prodist.gamlss Extracting Fitted or Predicted Probability Distributions from gamlss Models
prof.dev Plotting the Profile Deviance for one of the Parameters in a GAMLSS model
prof.term Plotting the Profile: deviance or information criterion for one of the terms (or hyper-parameters) in a GAMLSS model
ps P-Splines Fits in a GAMLSS Formula
pvc P-Splines Fits in a GAMLSS Formula
pvc.control P-Splines Fits in a GAMLSS Formula

-- Q --

Q.stats A function to calculate the Q-statistics
quantSheets Quantile Sheets
quantSheets.control Quantile Sheets

-- R --

random Specify a random intercept model in a GAMLSS formula
re Specify a random intercept model in a GAMLSS formula
refit Refit a GAMLSS model
residuals.gamlss Extract Residuals from GAMLSS model
ri Specify ridge or lasso Regression within a GAMLSS Formula
rqres.plot Creating and Plotting Randomized Quantile Residuals
Rsq Generalised (Pseudo) R-squared for GAMLSS models
rvcov Robust Variance-Covariance matrix of the parameters from a fitted GAMLSS model

-- S --

scs Specify a Smoothing Cubic Spline Fit in a GAMLSS Formula
stepGAIC Choose a model by GAIC in a Stepwise Algorithm
stepGAIC.CH Choose a model by GAIC in a Stepwise Algorithm
stepGAIC.VR Choose a model by GAIC in a Stepwise Algorithm
stepGAICAll.A Choose a model by GAIC in a Stepwise Algorithm
stepGAICAll.B Choose a model by GAIC in a Stepwise Algorithm
stepTGD A Set of Functions for selecting Models using Validation or Test Data Sets and Cross Validation
stepTGDAll.A A Set of Functions for selecting Models using Validation or Test Data Sets and Cross Validation
summary.gamlss Summarizes a GAMLSS fitted model

-- T --

term.plot Plot regression terms for a specified parameter of a fitted GAMLSS object
terms.gamlss Extract a model.frame, a model matrix or terms from a GAMLSS object for a given distributional parameter
TGD A Set of Functions for selecting Models using Validation or Test Data Sets and Cross Validation

-- U --

update.gamlss Update and Re-fit a GAMLSS Model

-- V --

VC.test Vuong and Clarke tests
VGD A Set of Functions for selecting Models using Validation or Test Data Sets and Cross Validation
vis.lo Specify a loess fit in a GAMLSS formula

-- W --

wp Worm plot

-- Z --

z.scores Z-scores for lms objects
z.scoresQS Quantile Sheets

-- misc --

.binom Lists used by GAMLSS
.counts Lists used by GAMLSS
.gamlss.bi.list Lists used by GAMLSS
.gamlss.multin.list Lists used by GAMLSS
.gamlss.sm.list Lists used by GAMLSS
.hat.WX P-Splines Fits in a GAMLSS Formula
.real0to1 Lists used by GAMLSS
.realAll Lists used by GAMLSS
.realline Lists used by GAMLSS
.realplus Lists used by GAMLSS