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nlme (version 3.1-159)

Linear and Nonlinear Mixed Effects Models

Description

Fit and compare Gaussian linear and nonlinear mixed-effects models.

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Version

Install

install.packages('nlme')

Monthly Downloads

149,202

Version

3.1-159

License

GPL (>= 2)

Maintainer

R-core R-core@R-project.org

Last Published

August 9th, 2022

Functions in nlme (3.1-159)

BodyWeight

Rat weight over time for different diets
ACF.lme

Autocorrelation Function for lme Residuals
ACF

Autocorrelation Function
ACF.gls

Autocorrelation Function for gls Residuals
Assay

Bioassay on Cell Culture Plate
Cefamandole

Pharmacokinetics of Cefamandole
Covariate.varFunc

Assign varFunc Covariate
Covariate

Assign Covariate Values
Coef

Assign Values to Coefficients
Dim.corSpatial

Dimensions of a corSpatial Object
Gasoline

Refinery yield of gasoline
Dim.pdMat

Dimensions of a pdMat Object
Initialize.reStruct

Initialize reStruct Object
Glucose

Glucose levels over time
Names.formula

Extract Names from a formula
Names.pdBlocked

Names of a pdBlocked Object
Initialize.lmeStruct

Initialize an lmeStruct Object
[.pdMat

Subscript a pdMat Object
Machines

Productivity Scores for Machines and Workers
Fatigue

Cracks caused by metal fatigue
MathAchSchool

School demographic data for MathAchieve
Alfalfa

Split-Plot Experiment on Varieties of Alfalfa
Earthquake

Earthquake Intensity
Dim.corStruct

Dimensions of a corStruct Object
Meat

Tenderness of meat
Initialize.corStruct

Initialize corStruct Object
Initialize.varFunc

Initialize varFunc Object
Initialize.glsStruct

Initialize a glsStruct Object
Matrix.pdMat

Assign Matrix to a pdMat or pdBlocked Object
Initialize

Initialize Object
IGF

Radioimmunoassay of IGF-I Protein
Muscle

Contraction of heart muscle sections
LDEsysMat

Generate system matrix for LDEs
Dialyzer

High-Flux Hemodialyzer
MathAchieve

Mathematics achievement scores
Dim

Extract Dimensions from an Object
Matrix

Assign Matrix Values
Glucose2

Glucose Levels Following Alcohol Ingestion
Gun

Methods for firing naval guns
Names

Names Associated with an Object
Variogram.corLin

Calculate Semi-variogram for a corLin Object
Ovary

Counts of Ovarian Follicles
Oxboys

Heights of Boys in Oxford
Oxide

Variability in Semiconductor Manufacturing
Pixel

X-ray pixel intensities over time
Orthodont

Growth curve data on an orthdontic measurement
Oats

Split-plot Experiment on Varieties of Oats
Nitrendipene

Assay of nitrendipene
RatPupWeight

The weight of rat pups
Rail

Evaluation of Stress in Railway Rails
Milk

Protein content of cows' milk
as.matrix.pdMat

Matrix of a pdMat Object
Variogram.corRatio

Calculate Semi-variogram for a corRatio Object
Wheat

Yields by growing conditions
Names.pdMat

Names of a pdMat Object
PBG

Effect of Phenylbiguanide on Blood Pressure
Matrix.reStruct

Assign reStruct Matrices
VarCorr

Extract variance and correlation components
Variogram

Calculate Semi-variogram
Wheat2

Wheat Yield Trials
Quinidine

Quinidine Kinetics
Names.reStruct

Names of an reStruct Object
asOneFormula

Combine Formulas of a Set of Objects
Phenobarb

Phenobarbitol Kinetics
Variogram.corSpher

Calculate Semi-variogram for a corSpher Object
Soybean

Growth of soybean plants
Variogram.corSpatial

Calculate Semi-variogram for a corSpatial Object
Spruce

Growth of Spruce Trees
as.matrix.reStruct

Matrices of an reStruct Object
Variogram.lme

Calculate Semi-variogram for Residuals from an lme Object
allCoef

Extract Coefficients from a Set of Objects
Wafer

Modeling of Analog MOS Circuits
asTable

Convert groupedData to a matrix
anova.lme

Compare Likelihoods of Fitted Objects
collapse.groupedData

Collapse a groupedData Object
as.matrix.corStruct

Matrix of a corStruct Object
Tetracycline2

Pharmacokinetics of tetracycline
Tetracycline1

Pharmacokinetics of tetracycline
coef.gnls

Extract gnls Coefficients
coef.lmList

Extract lmList Coefficients
coef.varFunc

varFunc Object Coefficients
augPred

Augmented Predictions
collapse

Collapse According to Groups
balancedGrouped

Create a groupedData object from a matrix
anova.gls

Compare Likelihoods of Fitted Objects
corClasses

Correlation Structure Classes
comparePred

Compare Predictions
corCompSymm

Compound Symmetry Correlation Structure
corAR1

AR(1) Correlation Structure
corFactor.corStruct

Factor of a corStruct Object Matrix
corFactor

Factor of a Correlation Matrix
corExp

Exponential Correlation Structure
corSpher

Spherical Correlation Structure
Relaxin

Assay for Relaxin
fdHess

Finite difference Hessian
ergoStool

Ergometrics experiment with stool types
compareFits

Compare Fitted Objects
corMatrix

Extract Correlation Matrix
coef.lme

Extract lme Coefficients
corLin

Linear Correlation Structure
fixed.effects

Extract Fixed Effects
corGaus

Gaussian Correlation Structure
corARMA

ARMA(p,q) Correlation Structure
Remifentanil

Pharmacokinetics of Remifentanil
coef.modelStruct

Extract modelStruct Object Coefficients
Variogram.corExp

Calculate Semi-variogram for a corExp Object
corCAR1

Continuous AR(1) Correlation Structure
corSymm

General Correlation Structure
formula.reStruct

Extract reStruct Object Formula
getGroups.data.frame

Extract Groups from a Data Frame
fitted.gnlsStruct

Calculate gnlsStruct Fitted Values
gapply

Apply a Function by Groups
fitted.glsStruct

Calculate glsStruct Fitted Values
getGroups.corStruct

Extract corStruct Groups
Variogram.corGaus

Calculate Semi-variogram for a corGaus Object
Variogram.default

Calculate Semi-variogram
fixef.lmList

Extract lmList Fixed Effects
Variogram.gls

Calculate Semi-variogram for Residuals from a gls Object
bdf

Language scores
coef.pdMat

pdMat Object Coefficients
coef.corStruct

Coefficients of a corStruct Object
coef.reStruct

reStruct Object Coefficients
corSpatial

Spatial Correlation Structure
corRatio

Rational Quadratic Correlation Structure
fitted.lmList

Extract lmList Fitted Values
corMatrix.reStruct

Extract Correlation Matrix from Components of an reStruct Object
formula.pdMat

Extract pdMat Formula
formula.pdBlocked

Extract pdBlocked Formula
corNatural

General correlation in natural parameterization
corMatrix.corStruct

Matrix of a corStruct Object
corMatrix.pdMat

Extract Correlation Matrix from a pdMat Object
getVarCov

Extract variance-covariance matrix
getResponseFormula

Extract Formula Specifying Response Variable
gsummary

Summarize by Groups
getCovariateFormula

Extract Covariates Formula
intervals

Confidence Intervals on Coefficients
gnlsControl

Control Values for gnls Fit
getData

Extract Data from an Object
intervals.gls

Confidence Intervals on gls Parameters
intervals.lmList

Confidence Intervals on lmList Coefficients
gnlsObject

Fitted gnls Object
lme.groupedData

LME fit from groupedData Object
plot.ACF

Plot an ACF Object
lmeControl

Specifying Control Values for lme Fit
plot.Variogram

Plot a Variogram Object
nlmeControl

Control Values for nlme Fit
lmeObject

Fitted lme Object
phenoModel

Model function for the Phenobarb data
getData.lmList

Extract lmList Object Data
nlme.nlsList

NLME fit from nlsList Object
getData.lme

Extract lme Object Data
getData.gls

Extract gls Object Data
fitted.lme

Extract lme Fitted Values
getCovariate

Extract Covariate from an Object
getCovariate.corStruct

Extract corStruct Object Covariate
getGroups.gls

Extract gls Object Groups
fitted.nlmeStruct

Calculate nlmeStruct Fitted Values
fitted.lmeStruct

Calculate lmeStruct Fitted Values
getGroups.lmList

Extract lmList Object Groups
plot.augPred

Plot an augPred Object
glsControl

Control Values for gls Fit
gls

Fit Linear Model Using Generalized Least Squares
lme.lmList

LME fit from lmList Object
getGroups

Extract Grouping Factors from an Object
gls-internal

Auxiliary functions used by gls
isInitialized

Check if Object is Initialized
lmList

List of lm Objects with a Common Model
isBalanced

Check a Design for Balance
getGroups.lme

Extract lme Object Groups
intervals.lme

Confidence Intervals on lme Parameters
glsObject

Fitted gls Object
getGroups.varFunc

Extract varFunc Groups
logDet.reStruct

Extract reStruct Log-Determinants
lme

Linear Mixed-Effects Models
lmList.groupedData

lmList Fit from a groupedData Object
glsStruct

Generalized Least Squares Structure
gnls

Fit Nonlinear Model Using Generalized Least Squares
getCovariate.varFunc

Extract varFunc Covariate
nlmeObject

Fitted nlme Object
logLik.corStruct

Extract corStruct Log-Likelihood
getCovariate.data.frame

Extract Data Frame Covariate
nlmeStruct

Nonlinear Mixed-Effects Structure
logLik.reStruct

Calculate reStruct Log-Likelihood
logLik.varFunc

Extract varFunc logLik
nlsList.selfStart

nlsList Fit from a selfStart Function
nlsList

List of nls Objects with a Common Model
pdConstruct

Construct pdMat Objects
logDet.corStruct

Extract corStruct Log-Determinant
logDet.pdMat

Extract Log-Determinant from a pdMat Object
logLik.gnls

Log-Likelihood of a gnls Object
logLik.glsStruct

Log-Likelihood of a glsStruct Object
plot.ranef.lmList

Plot a ranef.lmList Object
getGroupsFormula

Extract Grouping Formula
groupedData

Construct a groupedData Object
getResponse

Extract Response Variable from an Object
gnlsStruct

Generalized Nonlinear Least Squares Structure
lmeStruct

Linear Mixed-Effects Structure
pdConstruct.pdBlocked

Construct pdBlocked Objects
pooledSD

Extract Pooled Standard Deviation
plot.ranef.lme

Plot a ranef.lme Object
pdFactor.reStruct

Extract Square-Root Factor from Components of an reStruct Object
predict.gls

Predictions from a gls Object
pdIdent

Multiple of the Identity Positive-Definite Matrix
model.matrix.reStruct

reStruct Model Matrix
needUpdate

Check if Update is Needed
logDet

Extract the Logarithm of the Determinant
recalc.modelStruct

Recalculate for a modelStruct Object
recalc.corStruct

Recalculate for corStruct Object
solve.pdMat

Calculate Inverse of a Positive-Definite Matrix
reStruct

Random Effects Structure
recalc

Recalculate Condensed Linear Model Object
solve.reStruct

Apply Solve to an reStruct Object
pairs.compareFits

Pairs Plot of compareFits Object
summary.varFunc

Summarize "varFunc" Object
pairs.lme

Pairs Plot of an lme Object
pdBlocked

Positive-Definite Block Diagonal Matrix
update.modelStruct

Update a modelStruct Object
logLik.lme

Log-Likelihood of an lme Object
varWeights

Extract Variance Function Weights
needUpdate.modelStruct

Check if a modelStruct Object Needs Updating
logLik.lmeStruct

Log-Likelihood of an lmeStruct Object
ranef.lmList

Extract lmList Random Effects
plot.nfnGroupedData

Plot an nfnGroupedData Object
logLik.gnlsStruct

Log-Likelihood of a gnlsStruct Object
nlme

Nonlinear Mixed-Effects Models
plot.nmGroupedData

Plot an nmGroupedData Object
ranef.lme

Extract lme Random Effects
varWeights.glsStruct

Variance Weights for glsStruct Object
pdClasses

Positive-Definite Matrix Classes
residuals.gls

Extract gls Residuals
summary.corStruct

Summarize a corStruct Object
residuals.glsStruct

Calculate glsStruct Residuals
residuals.gnlsStruct

Calculate gnlsStruct Residuals
splitFormula

Split a Formula
logLik.lmList

Log-Likelihood of an lmList Object
update.varFunc

Update varFunc Object
summary.modelStruct

Summarize a modelStruct Object
residuals.lmList

Extract lmList Residuals
varClasses

Variance Function Classes
summary.lme

Summarize an lme Object
pdMatrix

Extract Matrix or Square-Root Factor from a pdMat Object
pdMatrix.reStruct

Extract Matrix or Square-Root Factor from Components of an reStruct Object
pairs.lmList

Pairs Plot of an lmList Object
plot.lme

Plot an lme or nls object
plot.nffGroupedData

Plot an nffGroupedData Object
pdDiag

Diagonal Positive-Definite Matrix
varConstPower

Constant Plus Power Variance Function
varComb

Combination of Variance Functions
plot.gls

Plot a gls Object
pdMat

Positive-Definite Matrix
pdLogChol

General Positive-Definite Matrix
quinModel

Model function for the Quinidine data
predict.gnls

Predictions from a gnls Object
pdCompSymm

Positive-Definite Matrix with Compound Symmetry Structure
print.varFunc

Print a varFunc Object
print.summary.pdMat

Print a summary.pdMat Object
plot.compareFits

Plot a compareFits Object
varIdent

Constant Variance Function
pdFactor

Square-Root Factor of a Positive-Definite Matrix
pdNatural

General Positive-Definite Matrix in Natural Parametrization
random.effects

Extract Random Effects
residuals.lme

Extract lme Residuals
residuals.lmeStruct

Calculate lmeStruct Residuals
varPower

Power Variance Function
predict.lmList

Predictions from an lmList Object
pdSymm

General Positive-Definite Matrix
qqnorm.gls

Normal Plot of Residuals from a gls Object
predict.lme

Predictions from an lme Object
plot.intervals.lmList

Plot lmList Confidence Intervals
residuals.nlmeStruct

Calculate nlmeStruct Residuals
plot.lmList

Plot an lmList Object
predict.nlme

Predictions from an nlme Object
recalc.varFunc

Recalculate for varFunc Object
recalc.reStruct

Recalculate for an reStruct Object
qqnorm.lme

Normal Plot of Residuals or Random Effects from an lme Object
summary.gls

Summarize a Generalized Least Squares gls Object
summary.lmList

Summarize an lmList Object
summary.nlsList

Summarize an nlsList Object
simulate.lme

Simulate Results from lme Models
summary.pdMat

Summarize a pdMat Object
varFixed

Fixed Variance Function
varConstProp

Constant Plus Proportion Variance Function
varExp

Exponential Variance Function
varWeights.lmeStruct

Variance Weights for lmeStruct Object
varFunc

Variance Function Structure