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assist (version 3.1.8)

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

411

Version

3.1.8

License

GPL-2

Maintainer

Yuedong Wang

Last Published

August 12th, 2022

Functions in assist (3.1.8)

Shrinkage

Calculate reproducing kernels for Stein shrinkage estimate
bond

Treasury and GE bonds
dsms

Interface to Fortran Subroutine dsms
plot.bCI

Bayesian Confidence Interval Plot of a Smoothing Spline Fit
periodic

Calculate Reproducing Kernels for Periodic Polynomial Splines with Period 1
print.nnr

Print Values
gdmudr

Interface of dbmdr, dbimdr, dgmdr, dpmdr in GRKPACK.
canadaTemp

Monthly Mean Temperatures
print.slm

Print Values
sine4p

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

Coronary Ainus Potassium Concentrations
bdiag

Construct a Block Diagonal Matrix
chol.new

A Modified Cholesky Decomposition
anova.ssr

Testing a Non-parametric Function Fitted via Smoothing Splines
chickenpox

Chickenpox in New York City
horm.cort

Hormone Measurements of Cortisol
alogit

Calculate the Inverse Logit Transformation
TXtemp

Texas Historical Climate Data
intervals.slm

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

Fit a Semi-parametric Linear Mixed Effects Model
dmudr

Interface of dmudr subroutine in RKPACK
ident

Scaling a Vector
inc

Fit a Monotone Curve Using a Cubic Spline
deviance.ssr

Model Deviance
Thin

Calculate Reproducing Kernels for Thin Plate Splines
Arosa

Monthly Mean Ozone Thickness in Arosa of Switzerland
dsidr

Interface of dsidr subroutines in RKPACK
predict.snm

Predictions from a Semiparametric Nonlinear Mixed Effects Model Fit
intervals.snr

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

Predict Method from a Semiparametric Nonlinear Regression Model Fit
Polynomial

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

Calculate reproducing kernels for one-dimensional space
rk.prod

Calculate product of reproducing kernels
print.summary.slm

Print Values
intervals.nnr

Calculate Predictions and Approximate Posterior Standard Deviations for Spline Estimates From a nnr Object
print.summary.snm

Print Values
gdsidr

Interface of dbsdr, dbisdr, dgsdr, dpsdr in GRKPACK.
xyplot2

Extension of XYPLOT
ssr

Fit a General Smoothing Spline Regression Model
sphere

Calculate Pseudo Reproducing Kernels for Spherical Splines
plot.ssr

Generate Diagnostic Plots for a ssr Object
predict.slm

Predict Method for Semiparametric Linear Mixed Effects Model Fits
print.snr

Print Values
print.summary.snr

Print Values
intervals.snm

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

Print Values
climate

Winter Average Temperatures
hat.ssr

Extract the Hat Matrix from a ssr Object
dcrdr

Interface to Fortran Subroutine dcrdr
print.summary.ssr

Print Values
lspline

Calculate Reproducing Kernels for Some L-splines
predict.ssr

Calculate Predictions and Posterior Standard Deviations for a ssr Object
snr

Fit A Semi-parametric Nonlinear Regression Model
print.anova.ssr

Print an anova.ssr Object
nnr.control

Set Control Parameters for nnr
paramecium

Growth of paramecium caudatum population
snr.control

Set Control Parameters for snr
snm

Fit a Semi-parametric Nonlinear Mixed-effects Model
nnr

Nonlinear Non-parametric Regression
print.ssr

Print Values
print.summary.nnr

Print Vales
snm.control

Set Control Parameters for snm
ssr.control

Set Control Parameters for `ssr'
ssr.object

A fitted ssr Object
summary.slm

Object Summaries
summary.nnr

Object Summaries
seizure

IEEG segments from a seizure patient
summary.ssr

Summarize a ssr object
wesdr

Wisconsin Epidemiological Study of Diabetic Retinopathy
USAtemp

Average Winter temperature in the United States
ultrasound

Ultrasound imaging of the tongue shape
summary.snm

Object Summaries
star

Magnitude of the Mira Variable R Hydrae
Stratford

Daily maximum temperatures in Stratford
summary.snr

Object Summaries
Polynomial2

Calculate Reproducing Kernels for Polynomial Splines on [0, T]
acid

Lake Acidity Study