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nlme (version 3.1-76)

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

62,596

Version

3.1-76

License

GPL version 2 or later

Maintainer

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

Last Published

March 31st, 2025

Functions in nlme (3.1-76)

BIC

Bayesian Information Criterion
Coef

Assign Values to Coefficients
BIC.logLik

BIC of a logLik Object
corMatrix

Extract Correlation Matrix
intervals.gls

Confidence Intervals on gls Parameters
Dim.corStruct

Dimensions of a corStruct Object
Initialize.varFunc

Initialize varFunc Object
ACF.gls

Autocorrelation Function for gls Residuals
Dim

Extract Dimensions from an Object
Covariate

Assign Covariate Values
Variogram.corGaus

Calculate Semi-variogram for a corGaus Object
as.matrix.reStruct

Matrices of an reStruct Object
corCAR1

Continuous AR(1) Correlation Structure
Variogram.corExp

Calculate Semi-variogram for a corExp Object
collapse

Collapse According to Groups
coef.gnls

Extract gnls Coefficients
augPred

Augmented Predictions
corFactor.corStruct

Factor of a corStruct Object Matrix
Dim.pdMat

Dimensions of a pdMat Object
coef.corStruct

Coefficients of a corStruct Object
getCovariate.corStruct

Extract corStruct Object Covariate
coef.reStruct

reStruct Object Coefficients
VarCorr

Extract variance and correlation components
recalc.modelStruct

Recalculate for a modelStruct Object
isInitialized

Check if Object is Initialized
summary.lmList

Summarize an lmList Object
Initialize.lmeStruct

Initialize an lmeStruct Object
[.pdMat

Subscript a pdMat Object
Matrix.reStruct

Assign reStruct Matrices
as.matrix.pdMat

Matrix of a pdMat Object
Variogram.corLin

Calculate Semi-variogram for a corLin Object
coef.varFunc

varFunc Object Coefficients
Initialize

Initialize Object
ACF

Autocorrelation Function
Names.reStruct

Names of an reStruct Object
Names.formula

Extract Names from a formula
Names.pdBlocked

Names of a pdBlocked Object
Variogram

Calculate Semi-variogram
Matrix

Assign Matrix Values
Variogram.corRatio

Calculate Semi-variogram for a corRatio Object
Matrix.pdMat

Assign Matrix to a pdMat Object
corNatural

General correlation in natural parameterization
Names.pdMat

Names of a pdMat Object
solve.pdMat

Calculate Inverse of a Positive-Definite Matrix
Dim.corSpatial

Dimensions of a corSpatial Object
corAR1

AR(1) Correlation Structure
asOneFormula

Combine Formulas of a Set of Objects
summary.nlsList

Summarize an nlsList Object
residuals.glsStruct

Calculate glsStruct Residuals
residuals.gls

Extract gls Residuals
summary.corStruct

Summarize a corStruct Object
recalc

Recalculate Condensed Linear Model Object
ranef.lmList

Extract lmList Random Effects
varFixed

Fixed Variance Function
getGroupsFormula

Extract Grouping Formula
summary.pdMat

Summarize a pdMat Object
getVarCov

Extract variance-covariance matrix
getCovariate.data.frame

Extract Data Frame Covariate
summary.varFunc

Summarize varFunc Object
recalc.varFunc

Recalculate for varFunc Object
comparePred

Compare Predictions
pairs.compareFits

Pairs Plot of compareFits Object
nlme.nlsList

NLME fit from nlsList Object
coef.pdMat

pdMat Object Coefficients
getGroups.lmList

Extract lmList Object Groups
corCompSymm

Compound Symmetry Correlation Structure
ACF.lme

Autocorrelation Function for lme Residuals
corGaus

Gaussian Correlation Structure
corRatio

Rational Quadratic Correlation Structure
qqnorm.gls

Normal Plot of Residuals from a gls Object
fitted.nlmeStruct

Calculate nlmeStruct Fitted Values
nlsList

List of nls Objects with a Common Model
pdCompSymm

Positive-Definite Matrix with Compound Symmetry Structure
plot.Variogram

Plot a Variogram Object
summary.gls

Summarize a gls Object
intervals.lmList

Confidence Intervals on lmList Coefficients
Initialize.glsStruct

Initialize a glsStruct Object
Initialize.corStruct

Initialize corStruct Object
Names

Names Associated with an Object
update.modelStruct

Update a modelStruct Object
varComb

Combination of Variance Functions
varIdent

Constant Variance Function
formula.reStruct

Extract reStruct Object Formula
gapply

Apply a Function by Groups
fitted.lmList

Extract lmList Fitted Values
corFactor

Factor of a Correlation Matrix
pdMatrix

Extract Matrix or Square-Root Factor from a pdMat Object
varWeights

Extract Variance Function Weights
pairs.lmList

Pairs Plot of an lmList Object
Variogram.default

Calculate Semi-variogram
varFunc

Variance Function Structure
print.varFunc

Print a varFunc Object
corSpher

Spherical Correlation Structure
corSpatial

Spatial Correlation Structure
lmeObject

Fitted lme Object
plot.compareFits

Plot a compareFits Object
anova.gls

Compare Likelihoods of Fitted Objects
lmeScale

Scale for lme Optimization
lmeStruct

Linear Mixed-Effects Structure
getCovariateFormula

Extract Covariates Formula
plot.ranef.lmList

Plot a ranef.lmList Object
splitFormula

Split a Formula
recalc.corStruct

Recalculate for corStruct Object
coef.lmList

Extract lmList Coefficients
collapse.groupedData

Collapse a groupedData Object
simulate.lme

Simulate results from lme models
predict.gls

Predictions from a gls Object
ranef.lme

Extract lme Random Effects
getGroups.data.frame

Extract Groups from a Data Frame
recalc.reStruct

Recalculate for an reStruct Object
plot.intervals.lmList

Plot lmList Confidence Intervals
formula.pdBlocked

Extract pdBlocked Formula
corClasses

Correlation Structure Classes
nlmeStruct

Nonlinear Mixed-Effects Structure
getCovariate

Extract Covariate from an Object
getGroups

Extract Grouping Factors from an Object
logLik.reStruct

Calculate reStruct Log-Likelihood
pooledSD

Extract Pooled Standard Deviation
getGroups.varFunc

Extract varFunc Groups
gnlsControl

Control Values for gnls Fit
Variogram.corSpher

Calculate Semi-variogram for a corSpher Object
pdClasses

Positive-Definite Matrix Classes
fdHess

Finite difference Hessian
balancedGrouped

Create a groupedData object from a matrix
plot.ranef.lme

Plot a ranef.lme Object
pdConstruct

Construct pdMat Objects
gnlsObject

Fitted gnls Object
Variogram.gls

Calculate Semi-variogram for Residuals from a gls Object
fitted.lmeStruct

Calculate lmeStruct Fitted Values
pairs.lme

Pairs Plot of an lme Object
logDet.reStruct

Extract reStruct Log-Determinants
Covariate.varFunc

Assign varFunc Covariate
allCoef

Extract Coefficients from a Set of Objects
LDEsysMat

Generate system matrix for LDEs
logLik.glsStruct

Log-Likelihood of a glsStruct Object
asTable

Convert groupedData to a matrix
getResponseFormula

Extract Formula Specifying Response Variable
fitted.glsStruct

Calculate glsStruct Fitted Values
getCovariate.varFunc

Extract varFunc Covariate
nlme

Nonlinear Mixed-Effects Models
residuals.lmeStruct

Calculate lmeStruct Residuals
random.effects

Extract Random Effects
varWeights.glsStruct

Variance Weights for glsStruct Object
residuals.lme

Extract lme Residuals
varWeights.lmeStruct

Variance Weights for lmeStruct Object
varConstPower

Constant Plus Power Variance Function
getData

Extract Data from an Object
getResponse

Extract Response Variable from an Object
glsStruct

Generalized Least Squares Structure
plot.nmGroupedData

Plot an nmGroupedData Object
lme

Linear Mixed-Effects Models
nlsList.selfStart

nlsList Fit from a selfStart Function
summary.lme

Summarize an lme Object
fitted.lme

Extract lme Fitted Values
anova.lme

Compare Likelihoods of Fitted Objects
pdFactor.reStruct

Extract Square-Root Factor from Components of an reStruct Object
logLik.lmeStruct

Log-Likelihood of an lmeStruct Object
qqnorm.lme

Normal Plot of Residuals or Random Effects from an lme Object
residuals.lmList

Extract lmList Residuals
pdSymm

General Positive-Definite Matrix
coef.modelStruct

Extract modelStruct Object Coefficients
corLin

Linear Correlation Structure
corExp

Exponential Correlation Structure
getData.lme

Extract lme Object Data
lme.lmList

LME fit from lmList Object
corMatrix.reStruct

Extract Correlation Matrix from Components of an reStruct Object
pdConstruct.pdBlocked

Construct pdBlocked Objects
Initialize.reStruct

Initialize reStruct Object
formula.pdMat

Extract pdMat Formula
pdIdent

Multiple of the Identity Positive-Definite Matrix
lmeControl

Control Values for lme Fit
Variogram.lme

Calculate Semi-variogram for Residuals from an lme Object
glsControl

Control Values for gls Fit
pdMat

Positive-Definite Matrix
fixef.lmList

Extract lmList Fixed Effects
varExp

Exponential Variance Function
pdBlocked

Positive-Definite Block Diagonal Matrix
varPower

Power Variance Function
pdMatrix.reStruct

Extract Matrix or Square-Root Factor from Components of an reStruct Object
groupedData

Construct a groupedData Object
plot.ACF

Plot an ACF Object
pdFactor

Square-Root Factor of a Positive-Definite Matrix
isBalanced

Check a Design for Balance
logLik.lmList

Log-Likelihood of an lmList Object
gls

Fit Linear Model Using Generalized Least Squares
gnls

Fit Nonlinear Model Using Generalized Least Squares
nlmeObject

Fitted nlme Object
logLik.varFunc

Extract varFunc logLik
glsObject

Fitted gls Object
corMatrix.corStruct

Matrix of a corStruct Object
logLik.corStruct

Extract corStruct Log-Likelihood
predict.lme

Predictions from an lme Object
corMatrix.pdMat

Extract Correlation Matrix from a pdMat Object
logDet.pdMat

Extract Log-Determinant from a pdMat Object
print.summary.pdMat

Print a summary.pdMat Object
intervals.lme

Confidence Intervals on lme Parameters
plot.gls

Plot a gls Object
residuals.gnlsStruct

Calculate gnlsStruct Residuals
residuals.nlmeStruct

Calculate nlmeStruct Residuals
logDet

Extract the Logarithm of the Determinant
gnlsStruct

Generalized Nonlinear Least Squares Structure
plot.lme

Plot an lme or nls object
lmList.groupedData

lmList Fit from a groupedData Object
summary.modelStruct

Summarize a modelStruct Object
update.varFunc

Update varFunc Object
predict.gnls

Predictions from a gnls Object
logLik.lme

Log-Likelihood of an lme Object
plot.nffGroupedData

Plot an nffGroupedData Object
getGroups.lme

Extract lme Object Groups
varClasses

Variance Function Classes
coef.lme

Extract lme Coefficients
predict.lmList

Predictions from an lmList Object
intervals

Confidence Intervals on Coefficients
lmList

List of lm Objects with a Common Model
model.matrix.reStruct

reStruct Model Matrix
getGroups.corStruct

Extract corStruct Groups
logDet.corStruct

Extract corStruct Log-Determinant
needUpdate

Check if Update is Needed
getGroups.gls

Extract gls Object Groups
fixed.effects

Extract Fixed Effects
logLik.gnlsStruct

Log-Likelihood of a gnlsStruct Object
logLik.gnls

Log-Likelihood of a gnls Object
fitted.gnlsStruct

Calculate gnlsStruct Fitted Values
getData.gls

Extract gls Object Data
plot.lmList

Plot an lmList Object
getData.lmList

Extract lmList Object Data
nlmeControl

Control Values for nlme Fit
needUpdate.modelStruct

Check if a modelStruct Object Needs Updating
predict.nlme

Predictions from an nlme Object
pdDiag

Diagonal Positive-Definite Matrix
gsummary

Summarize by Groups
lme.groupedData

LME fit from groupedData Object
reStruct

Random Effects Structure
solve.reStruct

Apply Solve to an reStruct Object
as.matrix.corStruct

Matrix of a corStruct Object
Variogram.corSpatial

Calculate Semi-variogram for a corSpatial Object
corSymm

General Correlation Structure
corARMA

ARMA(p,q) Correlation Structure
compareFits

Compare Fitted Objects
plot.nfnGroupedData

Plot an nfnGroupedData Object
quinModel

Model function for the Quinidine data
plot.augPred

Plot an augPred Object
phenoModel

Model function for the Phenobarb data
pdLogChol

General Positive-Definite Matrix
pdNatural

General Positive-Definite Matrix in Natural Parametrization
Rail

Evaluation of Stress in Railway Rails
Alfalfa

Split-Plot Experiment on Varieties of Alfalfa
BodyWeight

Rat weight over time for different diets
Dialyzer

High-Flux Hemodialyzer
Cefamandole

Pharmacokinetics of Cefamandole
Assay

Bioassay on Cell Culture Plate
Muscle

Contraction of heart muscle sections
MathAchieve

Mathematics achievement scores
Meat

Tenderness of meat
Nitrendipene

Assay of nitrendipene
Glucose2

Glucose Levels Following Alcohol Ingestion
RatPupWeight

The weight of rat pups
Oats

Split-plot Experiment on Varieties of Oats
Gasoline

Refinery yield of gasoline
Remifentanil

Pharmacokinetics of remifentanil
Milk

Protein content of cows' milk
Earthquake

Earthquake Intensity
Oxboys

Heights of Boys in Oxford
Relaxin

Assay for Relaxin
PBG

Effect of Phenylbiguanide on Blood Pressure
IGF

Radioimmunoassay of IGF-I Protein
Fatigue

Cracks caused by metal fatigue
Oxide

Variability in Semiconductor Manufacturing
Wheat

Yields by growing conditions
Glucose

Glucose levels over time
Quinidine

Quinidine Kinetics
Gun

Methods for firing naval guns
Wheat2

Wheat Yield Trials
Tetracycline1

Pharmacokinetics of tetracycline
Tetracycline2

Pharmacokinetics of tetracycline
Phenobarb

Phenobarbitol Kinetics
Wafer

Modeling of Analog MOS Circuits
Machines

Productivity Scores for Machines and Workers
bdf

Language scores
Ovary

Counts of Ovarian Follicles
Soybean

Growth of soybean plants
MathAchSchool

School demographic data for MathAchieve
Pixel

X-ray pixel intensities over time
ergoStool

Ergometrics experiment with stool types
Spruce

Growth of Spruce Trees
Orthodont

Growth curve data on an orthdontic measurement