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assist (version 3.1.9)

A Suite of R Functions Implementing Spline Smoothing Techniques

Description

Fit various smoothing spline models. Includes an ssr() function for smoothing spline regression, an nnr() function for nonparametric nonlinear regression, an snr() function for semiparametric nonlinear regression, an slm() function for semiparametric linear mixed-effects models, and an snm() function for semiparametric nonlinear mixed-effects models. See Wang (2011) for an overview.

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Version

Install

install.packages('assist')

Monthly Downloads

529

Version

3.1.9

License

GPL-2

Maintainer

Yuedong Wang

Last Published

August 22nd, 2023

Functions in assist (3.1.9)

alogit

Calculate the Inverse Logit Transformation
bdiag

Construct a Block Diagonal Matrix
deviance.ssr

Model Deviance
Arosa

Monthly Mean Ozone Thickness in Arosa of Switzerland
bond

Treasury and GE bonds
inc

Fit a Monotone Curve Using a Cubic Spline
intervals.snm

Calculate Predictions and Approximate Posterior Standard Deviations for Spline Estimate From a snm Object
Polynomial

Calculate Reproducing Kernels for Polynomial Splines on [0, 1]
canadaTemp

Monthly Mean Temperatures
intervals.slm

Calculate Predictions and Posterior Standard Deviations of Spline Estimates From a slm Object
intervals.nnr

Calculate Predictions and Approximate Posterior Standard Deviations for Spline Estimates From a nnr Object
periodic

Calculate Reproducing Kernels for Periodic Polynomial Splines with Period 1
chickenpox

Chickenpox in New York City
plot.bCI

Bayesian Confidence Interval Plot of a Smoothing Spline Fit
dog

Coronary Ainus Potassium Concentrations
chol.new

A Modified Cholesky Decomposition
dsidr

Interface of dsidr subroutines in RKPACK
gdsidr

Interface of dbsdr, dbisdr, dgsdr, dpsdr in GRKPACK.
plot.ssr

Generate Diagnostic Plots for a ssr Object
predict.slm

Predict Method for Semiparametric Linear Mixed Effects Model Fits
dsms

Interface to Fortran Subroutine dsms
gdmudr

Interface of dbmdr, dbimdr, dgmdr, dpmdr in GRKPACK.
hat.ssr

Extract the Hat Matrix from a ssr Object
lspline

Calculate Reproducing Kernels for Some L-splines
dmudr

Interface of dmudr subroutine in RKPACK
intervals.snr

Calculate Predictions and Approximate Posterior Standard Deviations for Spline Estimates From a snr Object
nnr.control

Set Control Parameters for nnr
horm.cort

Hormone Measurements of Cortisol
print.ssr

Print Values
paramecium

Growth of paramecium caudatum population
print.snm

Print Values
print.snr

Print Values
predict.ssr

Calculate Predictions and Posterior Standard Deviations for a ssr Object
nnr

Nonlinear Non-parametric Regression
ident

Scaling a Vector
rk.prod

Calculate product of reproducing kernels
predict.snm

Predictions from a Semiparametric Nonlinear Mixed Effects Model Fit
print.anova.ssr

Print an anova.ssr Object
predict.snr

Predict Method from a Semiparametric Nonlinear Regression Model Fit
print.summary.slm

Print Values
snm

Fit a Semi-parametric Nonlinear Mixed-effects Model
seizure

IEEG segments from a seizure patient
kron

Calculate reproducing kernels for one-dimensional space
snm.control

Set Control Parameters for snm
print.nnr

Print Values
print.slm

Print Values
sphere

Calculate Pseudo Reproducing Kernels for Spherical Splines
print.summary.snm

Print Values
print.summary.nnr

Print Vales
sine4p

Calculate Reproducing Kernels for Periodic L-Splines with Period 1/2
ssr

Fit a General Smoothing Spline Regression Model
print.summary.snr

Print Values
slm

Fit a Semi-parametric Linear Mixed Effects Model
summary.ssr

Summarize a ssr object
summary.nnr

Object Summaries
summary.slm

Object Summaries
print.summary.ssr

Print Values
star

Magnitude of the Mira Variable R Hydrae
ultrasound

Ultrasound imaging of the tongue shape
snr

Fit A Semi-parametric Nonlinear Regression Model
Stratford

Daily maximum temperatures in Stratford
snr.control

Set Control Parameters for snr
xyplot2

Extension of XYPLOT
summary.snm

Object Summaries
summary.snr

Object Summaries
USAtemp

Average Winter temperature in the United States
wesdr

Wisconsin Epidemiological Study of Diabetic Retinopathy
ssr.object

A fitted ssr Object
ssr.control

Set Control Parameters for `ssr'
acid

Lake Acidity Study
Thin

Calculate Reproducing Kernels for Thin Plate Splines
Polynomial2

Calculate Reproducing Kernels for Polynomial Splines on [0, T]
anova.ssr

Testing a Non-parametric Function Fitted via Smoothing Splines
TXtemp

Texas Historical Climate Data
Shrinkage

Calculate reproducing kernels for Stein shrinkage estimate
climate

Winter Average Temperatures
dcrdr

Interface to Fortran Subroutine dcrdr