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All functions

A1A2A3()
The A1A2A3 Blood Group System
AA.Aa.aa()
The AA-Aa-aa Blood Group System
AB.Ab.aB.ab()
The AB-Ab-aB-ab Blood Group System
ABO()
The ABO Blood Group System
AICvlm() AICvgam() AICrrvglm() AICdrrvglm() AICqrrvglm() AICrrvgam()
Akaike's Information Criterion
AR1()
Autoregressive Process with Order-1 Family Function
AR1EIM()
Computation of the Exact EIM of an Order-1 Autoregressive Process
dAR1()
The AR-1 Autoregressive Process
BICvlm()
Bayesian Information Criterion
CM.equid() CM.free() CM.ones() CM.symm0() CM.symm1() CM.qnorm() CM.qlogis()
Constraint Matrices for Symmetry, Order, Parallelism, etc.
Coef()
Computes Model Coefficients and Quantities
Coef.qrrvglm-class
Class “Coef.qrrvglm”
Coef.qrrvglm()
Returns Important Matrices etc. of a QO Object
Coef.rrvglm-class
Class “Coef.rrvglm”
Coef.rrvglm()
Returns Important Matrices etc. of a RR-VGLM Object
Coef.vlm()
Extract Model Coefficients for VLM Objects
TypicalVGAMfamilyFunction()
Common VGAM Family Function Arguments
Huggins89table1 Huggins89.t1
Table 1 of Huggins (1989)
Influence() Influence.vglm()
Influence Function (S4 generic) of a Fitted Model
dinv.gaussian() pinv.gaussian() rinv.gaussian()
The Inverse Gaussian Distribution
KLD() KLDvglm()
Kullback-Leibler Divergence
TypicalVGAMlink()
Link functions for VGLM/VGAM/etc. families
MNSs()
The MNSs Blood Group System
Max()
Maximums
dN1binom() rN1binom()
Linear Model and Binomial Mixed Data Type Distribution
N1binomial()
Linear Model and Binomial Mixed Data Type Family Function
dN1pois() rN1pois()
Linear Model and Poisson Mixed Data Type Distribution
N1poisson()
Linear Model and Poisson Mixed Data Type Family Function
Opt()
Optimums
dpareto() ppareto() qpareto() rpareto()
The Pareto Distribution
Qvar()
Quasi-variances Preprocessing Function
R2latvar()
R-squared for Latent Variable Models
Rank() Rank.rrvglm() Rank.qrrvglm() Rank.rrvgam()
Rank
Rcim()
Mark the Baseline of Row and Column on a Matrix data
SURff()
Seemingly Unrelated Regressions Family Function
Select()
Select Variables for a Formula Response or the RHS of a Formula
SurvS4-class show,SurvS4-method
Class "SurvS4"
SurvS4() is.SurvS4()
Create a Survival Object
TIC() TICvlm()
Takeuchi's Information Criterion
Tol()
Tolerances
Trunc()
Truncated Values for the GT-Expansion Method
param.names() dimm() interleave.VGAM()
Utility Functions for the VGAM Package
V1
V1 Flying-Bombs Hits in London
V2
V2 Missile Hits in London
VGAM-package VGAM
Vector Generalized Linear and Additive Models and Other Associated Models
acat()
Ordinal Regression with Adjacent Categories Probabilities
alogitlink() lcalogitlink()
Arcsine–Logit Link Mixtures
altered() inflated() truncated() is.altered() is.deflated() is.inflated() is.truncated()
Altered, Inflated, Truncated and Deflated Values in GAITD Regression
amlbinomial()
Binomial Logistic Regression by Asymmetric Maximum Likelihood Estimation
amlexponential()
Exponential Regression by Asymmetric Maximum Likelihood Estimation
amlnormal()
Asymmetric Least Squares Quantile Regression
amlpoisson()
Poisson Regression by Asymmetric Maximum Likelihood Estimation
anova(<vglm>)
Analysis of Deviance for Vector Generalized Linear Model Fits
asinlink()
Arcsine Link Function
auuc
Auckland University Undergraduate Counts Data
aux.posbernoulli.t()
Auxiliary Function for the Positive Bernoulli Family Function with Time Effects
backPain
Data on Back Pain Prognosis, from Anderson (1984)
beggs
Bacon and Eggs Data
bell()
The Bell Series of Integers
dbenf() pbenf() qbenf() rbenf()
Benford's Distribution
benini1()
Benini Distribution Family Function
dbenini() pbenini() qbenini() rbenini()
The Benini Distribution
betaII()
Beta Distribution of the Second Kind
betaR()
The Two-parameter Beta Distribution Family Function
dbetabinom() pbetabinom() rbetabinom() dbetabinom.ab() pbetabinom.ab() rbetabinom.ab() dzoibetabinom() pzoibetabinom() rzoibetabinom() dzoibetabinom.ab() pzoibetabinom.ab() rzoibetabinom.ab()
The Beta-Binomial Distribution
betabinomial()
Beta-binomial Distribution Family Function
betabinomial.rho()
Beta-binomial Distribution Family Function (with known rho)
betabinomialff()
Beta-binomial Distribution Family Function
betaff()
The Two-parameter Beta Distribution Family Function
dbetageom() pbetageom() rbetageom()
The Beta-Geometric Distribution
betageometric()
Beta-geometric Distribution Family Function
dbetanorm() pbetanorm() qbetanorm() rbetanorm()
The Beta-Normal Distribution
betaprime()
The Beta-Prime Distribution
biamhcop()
Ali-Mikhail-Haq Distribution Family Function
dbiamhcop() pbiamhcop() rbiamhcop()
Ali-Mikhail-Haq Bivariate Distribution
biclaytoncop()
Clayton Copula (Bivariate) Family Function
dbiclaytoncop() rbiclaytoncop()
Clayton Copula (Bivariate) Distribution
bifgmcop()
Farlie-Gumbel-Morgenstern's Bivariate Distribution Family Function
dbifgmcop() pbifgmcop() rbifgmcop()
Farlie-Gumbel-Morgenstern's Bivariate Distribution
bifgmexp()
Bivariate Farlie-Gumbel-Morgenstern Exponential Distribution Family Function
bifrankcop()
Frank's Bivariate Distribution Family Function
dbifrankcop() pbifrankcop() rbifrankcop()
Frank's Bivariate Distribution
bigumbelIexp()
Gumbel's Type I Bivariate Distribution Family Function
dbilogis() pbilogis() rbilogis()
Bivariate Logistic Distribution
bilogistic()
Bivariate Logistic Distribution Family Function
binom2.or()
Bivariate Binary Regression with an Odds Ratio (Family Function)
rbinom2.or() dbinom2.or()
Bivariate Odds Ratio Model
binom2.rho() binom2.Rho()
Bivariate Probit Regression
rbinom2.rho() dbinom2.rho()
Bivariate Probit Model
binom3.or()
Trivariate Binary Regression with Three Odds Ratios (Family Function)
dbinom3.or() rbinom3.or()
Trivariate Odds Ratio Model
binomialff()
Binomial Family Function
binormal()
Bivariate Normal Distribution Family Function
dbinorm() pbinorm() rbinorm() pnorm2()
Bivariate Normal Distribution
binormalcop()
Gaussian Copula (Bivariate) Family Function
dbinormcop() pbinormcop() rbinormcop()
Gaussian Copula (Bivariate) Distribution
biplackettcop()
Plackett's Bivariate Copula Family Function
dbiplackcop() pbiplackcop() rbiplackcop()
Plackett's Bivariate Copula
biplot,rrvglm-method biplot,qrrvglm-method
Biplot of Constrained Regression Models
bisa()
Birnbaum-Saunders Regression Family Function
dbisa() pbisa() qbisa() rbisa()
The Birnbaum-Saunders Distribution
bistudentt()
Bivariate Student-t Family Function
dbistudentt()
Bivariate Student-t Distribution Density Function
bmi.nz
Body Mass Index of New Zealand Adults Data
borel.tanner()
Borel-Tanner Distribution Family Function
dbort() rbort()
The Borel-Tanner Distribution
brat()
Bradley Terry Model
Brat()
Inputting Data to fit a Bradley Terry Model
bratt()
Bradley Terry Model With Ties
budworm
Western Spuce Budworm
calibrate,rrvglm-method calibrate,qrrvglm-method calibrate,rrvgam-method calibrate,Coef.qrrvglm-method
Calibration for Constrained Regression Models
calibrate()
Model Calibrations
calibrate.qrrvglm()
Calibration for CQO and CAO models
calibrate.qrrvglm.control()
Control Function for CQO/CAO Calibration
calibrate.rrvglm()
Calibration for CLO models (RR-VGLMs)
calibrate.rrvglm.control()
Control Function for CLO (RR-VGLM) Calibration
cao()
Fitting Constrained Additive Ordination (CAO)
cao.control()
Control Function for RR-VGAMs (CAO)
dcard() pcard() qcard() rcard() dcard2() pcard2() qcard2() rcard2()
Cardioid Distribution
cardioid() cardioid2()
Cardioid Distribution Family Function
cauchitlink()
Cauchit Link Function
cauchy() cauchy1()
Cauchy Distribution Family Function
cdf.lmscreg()
Cumulative Distribution Function for LMS Quantile Regression
cens.gumbel()
Censored Gumbel Distribution
cens.normal()
Censored Normal Distribution
cens.poisson()
Censored Poisson Family Function
cfibrosis
Cystic Fibrosis Data
cgo()
Redirects the user to cqo
chest.nz
Chest Pain in NZ Adults Data
chinese.nz
Chinese Population in New Zealand 1867–2001 Data
chisq()
Chi-squared and Chi Distributions
clo()
Redirects the User to rrvglm()
clogloglink() cloglink()
Complementary Log-log Link Function
coalminers
Breathlessness and Wheeze Amongst Coalminers Data
coefvgam()
Extract Model Coefficients of a vgam() Object
coefvlm()
Extract Model Coefficients
concoef-method concoef,cao-method concoef,Coef.cao-method concoef,rrvglm-method concoef,qrrvglm-method concoef,Coef.rrvglm-method concoef,Coef.qrrvglm-method
Constrained (Canonical) Coefficients
concoef()
Extract Model Constrained/Canonical Coefficients
confintvglm()
Confidence Intervals for Parameters of VGLMs
constraints() constraints.vlm()
Constraint Matrices
cops() copsvglm()
Centre of the Parameter Space
cops3()
Centre of the Parameter Space for GLMs
copsd() copsdvglm()
Centre of the Parameter Space Distance
copsd3()
Centre of the Parameter Space Distance for GLMs
corbet
Corbet's Butterfly Data
cqo()
Fitting Constrained Quadratic Ordination (CQO)
crashi crashf crashtr crashmc crashbc crashp alcoff alclevels
Crashes on New Zealand Roads in 2009
cratio()
Ordinal Regression with Continuation Ratios
cumulative()
Ordinal Regression with Cumulative Probabilities
dagum()
Dagum Distribution Family Function
ddagum() pdagum() qdagum() rdagum()
The Dagum Distribution
deermice
Captures of Peromyscus maniculatus (Also Known as Deer Mice).
deplot.lmscreg()
Density Plot for LMS Quantile Regression
depvar()
Dependent (Response) Variable Extracted
df.residual_vlm()
Residual Degrees-of-Freedom
dgaitdplot()
Plotting the GAITD Combo Density
diffzeta()
Differenced Zeta Distribution Family Function
ddiffzeta() pdiffzeta() qdiffzeta() rdiffzeta()
Differenced Zeta Distribution
dirichlet()
Fitting a Dirichlet Distribution
dirmul.old()
Fitting a Dirichlet-Multinomial Distribution
dirmultinomial()
Fitting a Dirichlet-Multinomial Distribution
double.cens.normal()
Univariate Normal Distribution with Double Censoring
double.expbinomial()
Double Exponential Binomial Distribution Family Function
add1(<vglm>) drop1(<vglm>)
Add or Drop All Possible Single Terms to/from a Model
ducklings
Relative Frequencies of Serum Proteins in White Pekin Ducklings
eCDF.vglm()
Empirical Cumulative Distribution Function
deexp() peexp() qeexp() reexp()
Expectiles of the Exponential Distribution
denorm() penorm() qenorm() renorm()
Expectiles of the Normal Distribution
enzyme
Enzyme Data
erf() erfc()
Error Function, and variants
erlang()
Erlang Distribution
deunif() peunif() qeunif() reunif()
Expectiles of the Uniform Distribution
expexpff()
Exponentiated Exponential Distribution
expexpff1()
Exponentiated Exponential Distribution
expgeometric()
Exponential Geometric Distribution Family Function
dexpgeom() pexpgeom() qexpgeom() rexpgeom()
The Exponential Geometric Distribution
expint() expexpint() expint.E1()
The Exponential Integral and Variants
explink()
Exponential Link Function
dexplog() pexplog() qexplog() rexplog()
The Exponential Logarithmic Distribution
explogff()
Exponential Logarithmic Distribution Family Function
exponential()
Exponential Distribution
exppoisson()
Exponential Poisson Distribution Family Function
dexppois() pexppois() qexppois() rexppois()
The Exponential Poisson Distribution
dextbetabinom() pextbetabinom() qextbetabinom() rextbetabinom()
The Extended Beta-Binomial Distribution
extbetabinomial()
Extended Beta-binomial Distribution Family Function
dextlogF()
Extended log-F Distribution
extlogF1()
Extended log-F Distribution Family Function
eyed
Eye Disease Data: Diabetic Retinopathy
familyname() familyname.vlm()
Family Function Name
fbeetle
Mortality of Flour Beetles from Carbon Disulphide
felix()
Felix Distribution Family Function
dfelix()
The Felix Distribution
fff()
F Distribution Family Function
fill1()
Creates a Matrix of Appropriate Dimension
finney44
Toxicity trial for insects
fisherzlink()
Fisher's Z Link Function
fisk()
Fisk Distribution family function
dfisk() pfisk() qfisk() rfisk()
The Fisk Distribution
fittedvlm()
Fitted Values of a VLM object
fix.crossing.vglm()
Fixing a Quantile Regression having Crossing
dfoldnorm() pfoldnorm() qfoldnorm() rfoldnorm()
The Folded-Normal Distribution
foldnormal()
Folded Normal Distribution Family Function
foldsqrtlink() sqrtlink()
Square Root and Folded Square Root Link Functions
formula(<vlm>) formulavlm() term.names() term.namesvlm()
Model Formulae and Term Names for VGLMs
frechet()
Frechet Distribution Family Function
dfrechet() pfrechet() qfrechet() rfrechet()
The Frechet Distribution
freund61()
Freund's (1961) Bivariate Extension of the Exponential Distribution
dgaitdbinom() pgaitdbinom() qgaitdbinom() rgaitdbinom()
Generally Altered, Inflated, Truncated and Deflated Binomial Distribution
gaitdlog()
Generally Altered, Inflated, Truncated and Deflated Logarithmic Regression
dgaitdlog() pgaitdlog() qgaitdlog() rgaitdlog()
Generally Altered, Inflated, Truncated and Deflated Logarithmic Distribution
dgaitdnbinom() pgaitdnbinom() qgaitdnbinom() rgaitdnbinom()
Generally Altered, Inflated, Truncated and Deflated Negative Binomial Distribution
gaitdnbinomial()
Generally Altered, Inflated, Truncated and Deflated Negative Binomial Regression
dgaitdpois() pgaitdpois() qgaitdpois() rgaitdpois()
Generally Altered, Inflated, Truncated and Deflated Poisson Distribution
gaitdpoisson()
Generally Altered, Inflated, Truncated and Deflated Poisson Regression
gaitdzeta()
Generally Altered, Inflated, Truncated and Deflated Zeta Regression
dgaitdzeta() pgaitdzeta() qgaitdzeta() rgaitdzeta()
Generally Altered, Inflated and Truncated and Deflated Zeta Distribution
gamma1()
1-parameter Gamma Regression Family Function
gamma2()
2-parameter Gamma Regression Family Function
gammaR()
2-parameter Gamma Regression Family Function
gammaff.mm()
Multivariate Gamma Family Function: Mathai and Moschopoulos (1992)
gammahyperbola()
Gamma Hyperbola Bivariate Distribution
garma()
GARMA (Generalized Autoregressive Moving-Average) Models
genbetaII()
Generalized Beta Distribution of the Second Kind
dgenbetaII()
The Generalized Beta II Distribution
gengamma.stacy()
Generalized Gamma distribution family function
dgengamma.stacy() pgengamma.stacy() qgengamma.stacy() rgengamma.stacy()
Generalized Gamma Distribution
dgenpois0() pgenpois0() qgenpois0() rgenpois0()
Generalized Poisson Distribution (Original Parameterization)
dgenpois1() pgenpois1() qgenpois1() rgenpois1() dgenpois2() pgenpois2() qgenpois2() rgenpois2()
Generalized Poisson Distribution (GP-1 and GP-2 Parameterizations of the Mean)
genpoisson0()
Generalized Poisson Regression (Original Parameterization)
genpoisson1()
Generalized Poisson Regression (GP-1 Parameterization)
genpoisson2()
Generalized Poisson Regression (GP-2 Parameterization)
genrayleigh()
Generalized Rayleigh Distribution Family Function
dgenray() pgenray() qgenray() rgenray()
The Generalized Rayleigh Distribution
gensh()
Generalized Secant Hyperbolic Regression Family Function
dgensh() pgensh() qgensh() rgensh()
Generalized Secant Hyperbolic Distribution
geometric() truncgeometric()
Geometric (Truncated and Untruncated) Distributions
get.smart()
Retrieve One Component of “.smart.prediction”
get.smart.prediction()
Retrieves “.smart.prediction”
gev() gevff()
Generalized Extreme Value Regression Family Function
dgev() pgev() qgev() rgev()
The Generalized Extreme Value Distribution
gew
General Electric and Westinghouse Data
goffset()
GAITD Offset for the GTE Method
gompertz()
Gompertz Regression Family Function
dgompertz() pgompertz() qgompertz() rgompertz()
Gompertz Distribution
gpd()
Generalized Pareto Distribution Regression Family Function
dgpd() pgpd() qgpd() rgpd()
The Generalized Pareto Distribution
grain.us
Grain Prices Data in USA
grc() rcim()
Row-Column Interaction Models including Goodman's RC Association Model and Unconstrained Quadratic Ordination
gumbel() gumbelff()
Gumbel Regression Family Function
gumbelII()
Gumbel-II Regression Family Function
dgumbelII() pgumbelII() qgumbelII() rgumbelII()
The Gumbel-II Distribution
dgumbel() pgumbel() qgumbel() rgumbel()
The Gumbel Distribution
guplot() guplot.default() guplot.vlm()
Gumbel Plot
has.intercept() has.interceptvlm()
Has a Fitted VGLM Got an Intercept Term?
hatvalues() hatvaluesvlm() hatplot() hatplot.vlm() dfbetavlm()
Hat Values and Regression Deletion Diagnostics
hdeff() hdeff.vglm() hdeff.numeric() hdeff.matrix()
Hauck-Donner Effects: A Detection Test for Wald Tests
hdeffsev()
Hauck-Donner Effect: Severity Measures
hdeffsev0() hdeffsev2()
Hauck-Donner Effect: Severity Measures
hormone
Hormone Assay Data
hspider
Hunting Spider Data
huber1() huber2()
Huber's Least Favourable Distribution Family Function
dhuber() edhuber() rhuber() qhuber() phuber()
Huber's Least Favourable Distribution
hunua
Hunua Ranges Data
hurea()
Husler-Reiss Angular Surface Distribution Family Function
dhurea()
The Husler-Reiss Angular Surface Distribution
hyperg()
Hypergeometric Family Function
hypersecant() hypersecant01()
Hyperbolic Secant Regression Family Function
hzeta()
Haight's Zeta Family Function
dhzeta() phzeta() qhzeta() rhzeta()
Haight's Zeta Distribution
iam()
Index from Array to Matrix
identitylink() negidentitylink()
Identity Link Function
inv.binomial()
Inverse Binomial Distribution Family Function
inv.gaussianff()
Inverse Gaussian Distribution Family Function
inv.lomax()
Inverse Lomax Distribution Family Function
dinv.lomax() pinv.lomax() qinv.lomax() rinv.lomax()
The Inverse Lomax Distribution
inv.paralogistic()
Inverse Paralogistic Distribution Family Function
dinv.paralogistic() pinv.paralogistic() qinv.paralogistic() rinv.paralogistic()
The Inverse Paralogistic Distribution
is.buggy() is.buggy.vlm()
Does the Fitted Object Suffer from a Known Bug?
is.crossing.vglm()
Quantile Crossing Detection
is.parallel.matrix() is.parallel.vglm()
Parallelism Constraint Matrices
is.smart()
Test For a Smart Object
is.zero.matrix() is.zero.vglm()
Zero Constraint Matrices
kendall.tau()
Kendall's Tau Statistic
kumar()
Kumaraswamy Regression Family Function
dkumar() pkumar() qkumar() rkumar()
The Kumaraswamy Distribution
lakeO
Annual catches on Lake Otamangakau from October 1974 to October 1989
lambertW()
The Lambert W Function
laplace()
Laplace Regression Family Function
dlaplace() plaplace() qlaplace() rlaplace()
The Laplace Distribution
latvar() lv()
Latent Variables
leipnik()
Leipnik Regression Family Function
lerch()
Lerch Phi Function
leukemia
Acute Myelogenous Leukemia Survival Data
levy()
Levy Distribution Family Function
dlgamma() plgamma() qlgamma() rlgamma()
The Log-Gamma Distribution
lgamma1() lgamma3()
Log-gamma Distribution Family Function
dlind() plind() rlind()
The Lindley Distribution
lindley()
1-parameter Lindley Distribution
linkfun() linkfunvlm()
Link Functions for VGLMs
lino()
Generalized Beta Distribution Family Function
dlino() plino() qlino() rlino()
The Generalized Beta Distribution (Libby and Novick, 1982)
lirat
Low-iron Rat Teratology Data
lms.bcg()
LMS Quantile Regression with a Box-Cox transformation to a Gamma Distribution
lms.bcn()
LMS Quantile Regression with a Box-Cox Transformation to Normality
lms.yjn() lms.yjn2()
LMS Quantile Regression with a Yeo-Johnson Transformation to Normality
log1mexp() log1pexp()
Logarithms with an Unit Offset and Exponential Term
logF()
Natural Exponential Family Generalized Hyperbolic Secant Distribution Family Function
dlogF()
log F Distribution
logLik(<vlm>)
Extract Log-likelihood for VGLMs/VGAMs/etc.
dlog() plog() qlog() rlog()
Logarithmic Distribution
logclink()
Complementary-log Link Function
logff()
Logarithmic Distribution
logistic1() logistic()
Logistic Distribution Family Function
logitlink() extlogitlink()
Logit Link Function
logitoffsetlink()
Logit-with-an-Offset Link Function
loglinb2()
Loglinear Model for Two Binary Responses
loglinb3()
Loglinear Model for Three Binary Responses
loglinb4()
Loglinear Model for Four Binary Responses
loglink() negloglink() logneglink()
Log Link Function, and Variants
logloglink() loglogloglink()
Log-log and Log-log-log Link Functions
lognormal()
Lognormal Distribution
logofflink() log1plink()
Log Link Function with an Offset
lomax()
Lomax Distribution Family Function
dlomax() plomax() qlomax() rlomax()
The Lomax Distribution
lpossums
Leadbeater's Possums
lqnorm()
Minimizing the L-q norm Family Function
lrt.stat() lrt.stat.vlm()
Likelihood Ratio Test Statistics Evaluated at the Null Values
lrtest() lrtest_vglm()
Likelihood Ratio Test of Nested Models
lvplot()
Latent Variable Plot
lvplot.qrrvglm()
Latent Variable Plot for QO models
lvplot.rrvglm()
Latent Variable Plot for RR-VGLMs
machinists
Machinists Accidents
makeham()
Makeham Regression Family Function
dmakeham() pmakeham() qmakeham() rmakeham()
The Makeham Distribution
margeff()
Marginal Effects for Several Categorical Response Models
marital.nz
New Zealand Marital Data
maxwell()
Maxwell Regression Family Function
dmaxwell() pmaxwell() qmaxwell() rmaxwell()
The Maxwell Distribution
mccullagh89()
McCullagh (1989) Distribution Family Function
meangaitd()
Mean of the GAITD Combo Density
melbmaxtemp
Melbourne Daily Maximum Temperatures
meplot() meplot.default() meplot.vlm()
Mean Excess Plot
micmen()
Michaelis-Menten Model
mills.ratio() mills.ratio2()
Mills Ratio
mix2exp()
Mixture of Two Exponential Distributions
mix2normal()
Mixture of Two Univariate Normal Distributions
mix2poisson()
Mixture of Two Poisson Distributions
model.framevlm()
Construct the Model Frame of a VLM Object
model.matrixqrrvglm()
Construct the Model Matrix of a QRR-VGLM Object
model.matrixvlm()
Construct the Design Matrix of a VLM Object
moffset()
Matrix Offset
multilogitlink()
Multi-logit Link Function
multinomial()
Multinomial Logit Model
nakagami()
Nakagami Regression Family Function
dnaka() pnaka() qnaka() rnaka()
Nakagami Distribution
nbcanlink()
Negative Binomial Canonical Link Function
negbinomial() polya() polyaR()
Negative Binomial Distribution Family Function
negbinomial.size()
Negative Binomial Distribution Family Function With Known Size
niters() niters.vlm()
Number of Iterations
normal.vcm()
Univariate Normal Distribution as a Varying-Coefficient Model
nparam() nparam.vlm() nparam.vgam() nparam.rrvglm() nparam.drrvglm() nparam.qrrvglm() nparam.rrvgam()
Number of Parameters
olym08 olym12
2008 and 2012 Summer Olympic Final Medal Count Data
ordpoisson()
Ordinal Poisson Family Function
ordsup() ordsup.vglm()
Ordinal Superiority Measures
oxtemp
Oxford Temperature Data
paralogistic()
Paralogistic Distribution Family Function
dparalogistic() pparalogistic() qparalogistic() rparalogistic()
The Paralogistic Distribution
paretoIV() paretoIII() paretoII()
Pareto(IV/III/II) Distribution Family Functions
dparetoIV() pparetoIV() qparetoIV() rparetoIV() dparetoIII() pparetoIII() qparetoIII() rparetoIII() dparetoII() pparetoII() qparetoII() rparetoII() dparetoI() pparetoI() qparetoI() rparetoI()
The Pareto(IV/III/II) Distributions
paretoff() truncpareto()
Pareto and Truncated Pareto Distribution Family Functions
perks()
Perks Distribution Family Function
dperks() pperks() qperks() rperks()
The Perks Distribution
perspqrrvglm()
Perspective plot for QRR-VGLMs
pgamma.deriv()
Derivatives of the Incomplete Gamma Integral
pgamma.deriv.unscaled()
Derivatives of the Incomplete Gamma Integral (Unscaled Version)
plotdeplot.lmscreg()
Density Plot for LMS Quantile Regression
plotdgaitd() plotdgaitd.vglm()
Plotting the GAITD Combo Density from a GAITD Regression Object
plotqrrvglm()
Model Diagnostic Plots for QRR-VGLMs
plotqtplot.lmscreg()
Quantile Plot for LMS Quantile Regression
plotrcim0()
Main Effects Plot for a Row-Column Interaction Model (RCIM)
plotvgam()
Default VGAM Plotting
plotvgam.control()
Control Function for plotvgam()
plotvglm()
Plots for VGLMs
pneumo
Pneumoconiosis in Coalminers Data
poisson.points()
Poisson-points-on-a-plane/volume Distances Distribution
dpois.points()
Poisson Points Distribution
poissonff()
Poisson Regression
dpolono() ppolono() rpolono()
The Poisson Lognormal Distribution
rposbern() dposbern()
Positive Bernoulli Sequence Model
posbernoulli.b()
Positive Bernoulli Family Function with Behavioural Effects
posbernoulli.t()
Positive Bernoulli Family Function with Time Effects
posbernoulli.tb()
Positive Bernoulli Family Function with Time and Behavioural Effects
posbinomial()
Positive Binomial Distribution Family Function
dposgeom() pposgeom() qposgeom() rposgeom()
Positive-Geometric Distribution
posnegbinomial()
Positive Negative Binomial Distribution Family Function
dposnorm() pposnorm() qposnorm() rposnorm()
The Positive-Normal Distribution
posnormal()
Positive Normal Distribution Family Function
pospoisson()
Positive Poisson Distribution Family Function
powerlink()
Power Link Function
prats
Pregnant Rats Toxological Experiment Data
predictqrrvglm()
Predict Method for a CQO fit
predictvglm()
Predict Method for a VGLM fit
prentice74()
Prentice (1974) Log-gamma Distribution
prinia
Yellow-bellied Prinia
probitlink()
Probit Link Function
profilevglm()
Method for Profiling vglm Objects
propodds()
Proportional Odds Model for Ordinal Regression
prplot() prplot.control()
Probability Plots for Categorical Data Analysis
put.smart()
Adds a List to the End of the List “.smart.prediction”
qrrvglm.control()
Control Function for QRR-VGLMs (CQO)
qtplot.gumbel()
Quantile Plot for Gumbel Regression
qtplot.lmscreg()
Quantile Plot for LMS Quantile Regression
qvar()
Quasi-variances Extraction Function
rayleigh() cens.rayleigh()
Rayleigh Regression Family Function
drayleigh() prayleigh() qrayleigh() rrayleigh()
Rayleigh Distribution
rcqo()
Constrained Quadratic Ordination
rdiric()
The Dirichlet distribution
rec.exp1()
Upper Record Values from a 1-parameter Exponential Distribution
rec.normal()
Upper Record Values from a Univariate Normal Distribution
reciprocallink() negreciprocallink()
Reciprocal Link Function
residualsvglm()
Residuals for a VGLM fit
rhobitlink()
Rhobit Link Function
drice() price() qrice() rrice()
The Rice Distribution
riceff()
Rice Distribution Family Function
rigff()
Reciprocal Inverse Gaussian distribution
rlplot.gevff()
Return Level Plot for GEV Fits
rootogram4() rootogram4vglm()
Rootograms (S4 generic) for Assessing Goodness of Fit of Probability Models
round2()
Rounding of Numbers to Base 2
rrar()
Nested Reduced-rank Autoregressive Models for Multiple Time Series
rrvglm-class
Class “rrvglm”
rrvglm()
Fitting Reduced-Rank Vector Generalized Linear Models (RR-VGLMs) and Doubly Constrained RR-VGLMs (DRR-VGLMs)
rrvglm.control()
Control Function for rrvglm()
rrvglm.optim.control()
Control Function for rrvglm() Calling optim()
ruge
Rutherford-Geiger Polonium Data
s()
Defining Smooths in VGAM Formulas
sc.studentt2()
Scaled Student t Distribution with 2 df Family Function
dsc.t2() psc.t2() qsc.t2() rsc.t2()
Expectiles/Quantiles of the Scaled Student t Distribution with 2 Df
score.stat() score.stat.vlm()
Rao's Score Test Statistics Evaluated at the Null Values
seglines()
Hauck-Donner Effects: Segmented Lines Plot
seq2binomial()
The Two-stage Sequential Binomial Distribution Family Function
setup.smart()
Smart Prediction Setup
simplex()
Simplex Distribution Family Function
dsimplex() rsimplex()
Simplex Distribution
simulate(<vlm>)
Simulate Responses for VGLMs and VGAMs
sinmad()
Singh-Maddala Distribution Family Function
dsinmad() psinmad() qsinmad() rsinmad()
The Singh-Maddala Distribution
skellam()
Skellam Distribution Family Function
dskellam() rskellam()
The Skellam Distribution
dskewnorm() rskewnorm()
Skew-Normal Distribution
skewnormal()
Univariate Skew-Normal Distribution Family Function
slash()
Slash Distribution Family Function
dslash() pslash() rslash()
Slash Distribution
sloglink() lcsloglink()
Square root–Log Link Mixtures
sm.os()
Defining O'Sullivan Spline Smooths in VGAM Formulas
sm.ps()
Defining Penalized Spline Smooths in VGAM Formulas
smart.expression
S Expression for Smart Functions
smart.mode.is()
Determine What Mode the Smart Prediction is In
sm.bs() sm.ns() sm.poly() sm.scale()
Smart Prediction
specials() specialsvglm()
Special Values or Quantities in a Fitted Object
spikeplot()
Spike Plot
sratio()
Ordinal Regression with Stopping Ratios
step4() step4vglm()
Choose a model by AIC in a Stepwise Algorithm
studentt() studentt2() studentt3()
Student t Distribution
summary(<drrvglm>) show(<summary.drrvglm>) summary(<rrvglm>) show(<summary.rrvglm>)
Summarizing Reduced Rank Vector Generalized Linear Model (RR-VGLM) and Doubly constrained RR-VGLM Fits
summarypvgam() show(<summary.pvgam>)
Summarizing Penalized Vector Generalized Additive Model Fits
summaryvgam() show(<summary.vgam>)
Summarizing Vector Generalized Additive Model Fits
summaryvglm() show(<summary.vglm>)
Summarizing Vector Generalized Linear Model Fits
tobit()
Tobit Regression
dtobit() ptobit() qtobit() rtobit()
The Tobit Distribution
topple()
Topp-Leone Distribution Family Function
dtopple() ptopple() qtopple() rtopple()
The Topp-Leone Distribution
toxop
Toxoplasmosis Data
dtriangle() ptriangle() qtriangle() rtriangle()
The Triangle Distribution
trim.constraints()
Trimmed Constraint Matrices
trinormal()
Trivariate Normal Distribution Family Function
dtrinorm() rtrinorm()
Trivariate Normal Distribution Density and Random Variates
trplot()
Trajectory Plot
trplot.qrrvglm()
Trajectory plot for QRR-VGLMs
dtruncpareto() ptruncpareto() qtruncpareto() rtruncpareto()
The Truncated Pareto Distribution
truncweibull()
Truncated Weibull Distribution Family Function
ucberk
University California Berkeley Graduate Admissions
uninormal()
Univariate Normal Distribution
vcovvlm() vcovrrvglm() vcovdrrvglm() vcovqrrvglm()
Calculate Variance-Covariance Matrix for a Fitted VLM or RR-VGLM or DRR-VGLM or QRR-VGLM Object
venice venice90
Venice Maximum Sea Levels Data
vgam-class
Class “vgam”
vgam()
Fitting Vector Generalized Additive Models
vgam.control()
Control Function for vgam()
vglm-class
Class “vglm”
vglm()
Fitting Vector Generalized Linear Models
vglm.control()
Control Function for vglm()
vglmff-class
Class “vglmff”
vonmises()
von Mises Distribution Family Function
vplot.profile() vpairs.profile()
Plotting Functions for 'profile' Objects
vsmooth.spline()
Vector Cubic Smoothing Spline
waitakere
Waitakere Ranges Data
wald.stat() wald.stat.vlm()
Wald Test Statistics Evaluated at the Null Values
waldff()
Wald Distribution Family Function
weibull.mean()
Weibull Distribution Family Function, Parameterized by the Mean
weibullR()
Weibull Distribution Family Function
weightsvglm()
Prior and Working Weights of a VGLM fit
wine
Bitterness in Wine Data
wrapup.smart()
Cleans Up After Smart Prediction
wsdm()
The WSDM Function
wsdm3()
The WSDM Function for GLMs
yeo.johnson()
Yeo-Johnson Transformation
yulesimon()
Yule-Simon Family Function
dyules() pyules() qyules() ryules()
Yule-Simon Distribution
dzabinom() pzabinom() qzabinom() rzabinom()
Zero-Altered Binomial Distribution
zabinomial() zabinomialff()
Zero-Altered Binomial Distribution
dzageom() pzageom() qzageom() rzageom()
Zero-Altered Geometric Distribution
zageometric() zageometricff()
Zero-Altered Geometric Distribution
dzanegbin() pzanegbin() qzanegbin() rzanegbin()
Zero-Altered Negative Binomial Distribution
zanegbinomial() zanegbinomialff()
Zero-Altered Negative Binomial Distribution
dzapois() pzapois() qzapois() rzapois()
Zero-Altered Poisson Distribution
zapoisson() zapoissonff()
Zero-Altered Poisson Distribution
zero
The zero Argument in VGAM Family Functions
zeta()
Riemann's (and the Hurwitz) Zeta Function, With Derivatives
dzeta() pzeta() qzeta() rzeta()
The Zeta Distribution
zetaff()
Zeta Distribution Family Function
dzibinom() pzibinom() qzibinom() rzibinom()
Zero-Inflated Binomial Distribution
zibinomial() zibinomialff()
Zero-Inflated Binomial Distribution Family Function
dzigeom() pzigeom() qzigeom() rzigeom()
Zero-Inflated Geometric Distribution
zigeometric() zigeometricff()
Zero-Inflated Geometric Distribution Family Function
dzinegbin() pzinegbin() qzinegbin() rzinegbin()
Zero-Inflated Negative Binomial Distribution
zinegbinomial() zinegbinomialff()
Zero-Inflated Negative Binomial Distribution Family Function
zipebcom()
Exchangeable Bivariate cloglog Odds-ratio Model From a Zero-inflated Poisson Distribution
zipf()
Zipf Distribution Family Function
dzipf() pzipf() qzipf() rzipf()
The Zipf Distribution
dzipfmb() pzipfmb() qzipfmb() rzipfmb()
The Zipf-Mandelbrot Distribution
dzipois() pzipois() qzipois() rzipois()
Zero-Inflated Poisson Distribution
zipoisson() zipoissonff()
Zero-Inflated Poisson Distribution Family Function
zoabetaR()
Zero- and One-Inflated Beta Distribution Family Function
dzoabeta() pzoabeta() qzoabeta() rzoabeta()
The Zero/One-Inflated Beta Distribution