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nlme (version 3.1-166)

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

139,641

Version

3.1-166

License

GPL (>= 2)

Last Published

August 14th, 2024

Functions in nlme (3.1-166)

Cefamandole

Pharmacokinetics of Cefamandole
ACF

Autocorrelation Function
ACF.gls

Autocorrelation Function for gls Residuals
ACF.lme

Autocorrelation Function for lme Residuals
Covariate

Assign Covariate Values
BodyWeight

Rat weight over time for different diets
Alfalfa

Split-Plot Experiment on Varieties of Alfalfa
Dim.corStruct

Dimensions of a corStruct Object
Coef

Assign Values to Coefficients
Fatigue

Cracks caused by metal fatigue
Dim

Extract Dimensions from an Object
[.pdMat

Subscript a pdMat Object
Earthquake

Earthquake Intensity
Glucose

Glucose levels over time
Dim.pdMat

Dimensions of a pdMat Object
Dim.corSpatial

Dimensions of a corSpatial Object
Dialyzer

High-Flux Hemodialyzer
Glucose2

Glucose Levels Following Alcohol Ingestion
Initialize.corStruct

Initialize corStruct Object
Gasoline

Refinery yield of gasoline
Initialize.glsStruct

Initialize a glsStruct Object
MathAchieve

Mathematics achievement scores
Machines

Productivity Scores for Machines and Workers
MathAchSchool

School demographic data for MathAchieve
Gun

Methods for firing naval guns
IGF

Radioimmunoassay of IGF-I Protein
Meat

Tenderness of meat
Milk

Protein content of cows' milk
Initialize

Initialize Object
Initialize.reStruct

Initialize reStruct Object
Names

Names Associated with an Object
Oxboys

Heights of Boys in Oxford
Oxide

Variability in Semiconductor Manufacturing
Initialize.lmeStruct

Initialize an lmeStruct Object
Muscle

Contraction of heart muscle sections
Variogram.corSpatial

Calculate Semi-variogram for a corSpatial Object
Ovary

Counts of Ovarian Follicles
RatPupWeight

The weight of rat pups
Quinidine

Quinidine Kinetics
Names.formula

Extract Names from a formula
Orthodont

Growth curve data on an orthdontic measurement
Names.pdMat

Names of a pdMat Object
Matrix

Assign Matrix Values
Variogram.corSpher

Calculate Semi-variogram for a corSpher Object
Variogram.corGaus

Calculate Semi-variogram for a corGaus Object
Names.reStruct

Names of an reStruct Object
Soybean

Growth of soybean plants
Pixel

X-ray pixel intensities over time
Rail

Evaluation of Stress in Railway Rails
Variogram.corExp

Calculate Semi-variogram for a corExp Object
Spruce

Growth of Spruce Trees
LDEsysMat

Generate system matrix for LDEs
Tetracycline1

Pharmacokinetics of tetracycline
Variogram.lme

Calculate Semi-variogram for Residuals from an lme Object
Tetracycline2

Pharmacokinetics of tetracycline
Variogram.default

Calculate Semi-variogram
Wafer

Modeling of Analog MOS Circuits
Phenobarb

Phenobarbitol Kinetics
Names.pdBlocked

Names of a pdBlocked Object
Initialize.varFunc

Initialize varFunc Object
Variogram.gls

Calculate Semi-variogram for Residuals from a gls Object
anova.lme

Compare Likelihoods of Fitted Objects
asTable

Convert groupedData to a matrix
asOneFormula

Combine Formulas of a Set of Objects
as.matrix.corStruct

Matrix of a corStruct Object
PBG

Effect of Phenylbiguanide on Blood Pressure
Variogram.corLin

Calculate Semi-variogram for a corLin Object
coef.corStruct

Coefficients of a corStruct Object
augPred

Augmented Predictions
Matrix.pdMat

Assign Matrix to a pdMat or pdBlocked Object
Matrix.reStruct

Assign reStruct Matrices
allCoef

Extract Coefficients from a Set of Objects
Remifentanil

Pharmacokinetics of Remifentanil
VarCorr

Extract variance and correlation components
bdf

Language scores
Nitrendipene

Assay of nitrendipene
Relaxin

Assay for Relaxin
coef.lmList

Extract lmList Coefficients
balancedGrouped

Create a groupedData object from a matrix
Variogram.corRatio

Calculate Semi-variogram for a corRatio Object
Wheat

Yields by growing conditions
coef.pdMat

pdMat Object Coefficients
coef.gnls

Extract gnls Coefficients
Oats

Split-plot Experiment on Varieties of Oats
anova.gls

Compare Likelihoods of Fitted Objects
Wheat2

Wheat Yield Trials
as.matrix.reStruct

Matrices of an reStruct Object
coef.lme

Extract lme Coefficients
comparePred

Compare Predictions
coef.modelStruct

Extract modelStruct Object Coefficients
as.matrix.pdMat

Matrix of a pdMat Object
Variogram

Calculate Semi-variogram
coef.reStruct

reStruct Object Coefficients
corSpatial

Spatial Correlation Structure
corRatio

Rational Quadratic Correlation Structure
corCompSymm

Compound Symmetry Correlation Structure
corAR1

AR(1) Correlation Structure
corClasses

Correlation Structure Classes
coef.varFunc

varFunc Object Coefficients
collapse

Collapse According to Groups
fdHess

Finite difference Hessian
corLin

Linear Correlation Structure
fitted.lmeStruct

Calculate lmeStruct Fitted Values
compareFits

Compare Fitted Objects
collapse.groupedData

Collapse a groupedData Object
fitted.nlmeStruct

Calculate nlmeStruct Fitted Values
ergoStool

Ergometrics experiment with stool types
fixef.lmList

Extract lmList Fixed Effects
getCovariate

Extract Covariate from an Object
corMatrix

Extract Correlation Matrix
fixed.effects

Extract Fixed Effects
getData.gls

Extract gls Object Data
corFactor.corStruct

Factor of a corStruct Object Matrix
corCAR1

Continuous AR(1) Correlation Structure
corARMA

ARMA(p,q) Correlation Structure
corExp

Exponential Correlation Structure
formula.pdBlocked

Extract pdBlocked Formula
corSymm

General Correlation Structure
corGaus

Gaussian Correlation Structure
corSpher

Spherical Correlation Structure
getData.lmList

Extract lmList Object Data
corFactor

Factor of a Correlation Matrix
getCovariate.corStruct

Extract corStruct Object Covariate
getGroups.gls

Extract gls Object Groups
getGroups.lmList

Extract lmList Object Groups
getData.lme

Extract lme Object Data
formula.pdMat

Extract pdMat Formula
getGroups

Extract Grouping Factors from an Object
corMatrix.reStruct

Extract Correlation Matrix from Components of an reStruct Object
gapply

Apply a Function by Groups
fitted.lme

Extract lme Fitted Values
getResponse

Extract Response Variable from an Object
corMatrix.pdMat

Extract Correlation Matrix from a pdMat Object
getGroupsFormula

Extract Grouping Formula
fitted.lmList

Extract lmList Fitted Values
fitted.gnlsStruct

Calculate gnlsStruct Fitted Values
formula.reStruct

Extract reStruct Object Formula
getCovariateFormula

Extract Covariates Formula
getGroups.corStruct

Extract corStruct Groups
corNatural

General correlation in natural parameterization
fitted.glsStruct

Calculate glsStruct Fitted Values
corMatrix.corStruct

Matrix of a corStruct Object
getVarCov

Extract variance-covariance matrix
getResponseFormula

Extract Formula Specifying Response Variable
getGroups.data.frame

Extract Groups from a Data Frame
glsStruct

Generalized Least Squares Structure
gls

Fit Linear Model Using Generalized Least Squares
getCovariate.varFunc

Extract varFunc Covariate
gnls

Fit Nonlinear Model Using Generalized Least Squares
getCovariate.data.frame

Extract Data Frame Covariate
gls-internal

Auxiliary functions used by gls
getGroups.lme

Extract lme Object Groups
getData

Extract Data from an Object
intervals.lmList

Confidence Intervals on lmList Coefficients
glsControl

Control Values for gls Fit
gnlsControl

Control Values for gnls Fit
getGroups.varFunc

Extract varFunc Groups
gnlsObject

Fitted gnls Object
intervals

Confidence Intervals on Coefficients
glsObject

Fitted gls Object
intervals.lme

Confidence Intervals on lme Parameters
isInitialized

Check if Object is Initialized
intervals.gls

Confidence Intervals on gls Parameters
gsummary

Summarize by Groups
isBalanced

Check a Design for Balance
lmList

List of lm Objects with a Common Model
gnlsStruct

Generalized Nonlinear Least Squares Structure
logDet.corStruct

Extract corStruct Log-Determinant
groupedData

Construct a groupedData Object
logDet.pdMat

Extract Log-Determinant from a pdMat Object
lmList.groupedData

lmList Fit from a groupedData Object
lmeStruct

Linear Mixed-Effects Structure
lme.groupedData

LME fit from groupedData Object
lme

Linear Mixed-Effects Models
logDet

Extract the Logarithm of the Determinant
logLik.glsStruct

Log-Likelihood of a glsStruct Object
logLik.lme

Log-Likelihood of an lme Object
logLik.gnls

Log-Likelihood of a gnls Object
logDet.reStruct

Extract reStruct Log-Determinants
lmeControl

Specifying Control Values for lme Fit
logLik.varFunc

Extract varFunc logLik
logLik.lmeStruct

Log-Likelihood of an lmeStruct Object
logLik.reStruct

Calculate reStruct Log-Likelihood
lmeObject

Fitted lme Object
logLik.lmList

Log-Likelihood of an lmList Object
model.matrix.reStruct

reStruct Model Matrix
lme.lmList

LME fit from lmList Object
logLik.corStruct

Extract corStruct Log-Likelihood
nlmeObject

Fitted nlme Object
logLik.gnlsStruct

Log-Likelihood of a gnlsStruct Object
nlme-deprecated

Deprecated Functions in Package nlme
nlmeStruct

Nonlinear Mixed-Effects Structure
nlme.nlsList

NLME fit from nlsList Object
nlsList

List of nls Objects with a Common Model
needUpdate.modelStruct

Check if a modelStruct Object Needs Updating
nlme

Nonlinear Mixed-Effects Models
pairs.compareFits

Pairs Plot of compareFits Object
nlmeControl

Control Values for nlme Fit
needUpdate

Check if Update is Needed
pdCompSymm

Positive-Definite Matrix with Compound Symmetry Structure
nlsList.selfStart

nlsList Fit from a selfStart Function
pdConstruct.pdBlocked

Construct pdBlocked Objects
pdDiag

Diagonal Positive-Definite Matrix
pairs.lmList

Pairs Plot of an lmList Object
pdConstruct

Construct pdMat Objects
pdFactor.reStruct

Extract Square-Root Factor from Components of an reStruct Object
pdNatural

General Positive-Definite Matrix in Natural Parametrization
pairs.lme

Pairs Plot of an lme Object
pdMatrix.reStruct

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

Square-Root Factor of a Positive-Definite Matrix
pdMat

Positive-Definite Matrix
pdMatrix

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

Positive-Definite Matrix Classes
pdBlocked

Positive-Definite Block Diagonal Matrix
pdLogChol

General Positive-Definite Matrix
phenoModel

Model function for the Phenobarb data
pdSymm

General Positive-Definite Matrix
pdIdent

Multiple of the Identity Positive-Definite Matrix
plot.compareFits

Plot a compareFits Object
plot.augPred

Plot an augPred Object
plot.lmList

Plot an lmList Object
plot.intervals.lmList

Plot lmList Confidence Intervals
plot.nffGroupedData

Plot an nffGroupedData Object
plot.nfnGroupedData

Plot an nfnGroupedData Object
plot.gls

Plot a gls Object
plot.ACF

Plot an ACF Object
plot.Variogram

Plot a Variogram Object
plot.lme

Plot an lme or nls object
plot.nmGroupedData

Plot an nmGroupedData Object
print.summary.pdMat

Print a summary.pdMat Object
plot.ranef.lme

Plot a ranef.lme Object
predict.gnls

Predictions from a gnls Object
predict.lmList

Predictions from an lmList Object
pooledSD

Extract Pooled Standard Deviation
predict.gls

Predictions from a gls Object
predict.nlme

Predictions from an nlme Object
predict.lme

Predictions from an lme Object
plot.ranef.lmList

Plot a ranef.lmList Object
ranef.lme

Extract lme Random Effects
print.varFunc

Print a varFunc Object
recalc

Recalculate Condensed Linear Model Object
qqnorm.gls

Normal Plot of Residuals from a gls Object
qqnorm.lme

Normal Plot of Residuals or Random Effects from an lme Object
reStruct

Random Effects Structure
quinModel

Model function for the Quinidine data
recalc.corStruct

Recalculate for corStruct Object
ranef.lmList

Extract lmList Random Effects
random.effects

Extract Random Effects
recalc.varFunc

Recalculate for varFunc Object
residuals.lmList

Extract lmList Residuals
recalc.modelStruct

Recalculate for a modelStruct Object
residuals.lmeStruct

Calculate lmeStruct Residuals
residuals.gls

Extract gls Residuals
residuals.lme

Extract lme Residuals
recalc.reStruct

Recalculate for an reStruct Object
residuals.glsStruct

Calculate glsStruct Residuals
residuals.gnlsStruct

Calculate gnlsStruct Residuals
residuals.nlmeStruct

Calculate nlmeStruct Residuals
summary.corStruct

Summarize a corStruct Object
summary.gls

Summarize a Generalized Least Squares gls Object
summary.modelStruct

Summarize a modelStruct Object
simulate.lme

Simulate Results from lme Models
splitFormula

Split a Formula
summary.lmList

Summarize an lmList Object
solve.reStruct

Apply Solve to an reStruct Object
summary.lme

Summarize an lme Object
solve.pdMat

Calculate Inverse of a Positive-Definite Matrix
summary.nlsList

Summarize an nlsList Object
varClasses

Variance Function Classes
update.modelStruct

Update a modelStruct Object
varConstPower

Constant Plus Power Variance Function
varComb

Combination of Variance Functions
varExp

Exponential Variance Function
varConstProp

Constant Plus Proportion Variance Function
varFixed

Fixed Variance Function
summary.pdMat

Summarize a pdMat Object
summary.varFunc

Summarize "varFunc" Object
varWeights.lmeStruct

Variance Weights for lmeStruct Object
varPower

Power Variance Function
varWeights

Extract Variance Function Weights
varWeights.glsStruct

Variance Weights for glsStruct Object
varFunc

Variance Function Structure
varIdent

Constant Variance Function
update.varFunc

Update varFunc Object
Covariate.varFunc

Assign varFunc Covariate
Assay

Bioassay on Cell Culture Plate