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vows (version 0.4)

Voxelwise Semiparametrics

Description

Parametric and semiparametric inference for massively parallel models, i.e., a large number of models with common design matrix, as often occurs with brain imaging data.

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Version

Install

install.packages('vows')

Monthly Downloads

11

Version

0.4

License

GPL (>= 2)

Maintainer

Philip Reiss

Last Published

February 12th, 2015

Functions in vows (0.4)

funkmeans4d

Functional k-means clustering for parallel smooths for 4-dimensional data
summary.lm.mp

Summarizing massively parallel linear model fits
funkpanel

Interactive visualization of massively parallel smoothing results
semipar.mp

Massively parallel semiparametric regression
qplsc.mp

Quadratically penalized least squares with constraints
vows-mgcv

Utility functions related to the mgcv package
permF.mp

Permutation F-tests for massively parallel linear models
rlrt.mp

Massively parallel restricted likelihood ratio tests
rlrt4d

Voxelwise restricted likelihood ratio tests
vows-internal

Internal functions for the vows package
sf

Defining smooth functions in semiparametric model formulae
plot.funkmeans

Plotting of k-means clustering results for massively parallel smooths
semipar4d

Massively parallel semiparametric regression for 4-dimensional data
F.mp

F-tests for massively parallel linear models
nii2R

NIfTI-to-R conversion
rlrtpanel

Interactive visualization of voxelwise RLRT results
plot.rlrt4d

Display cross-sections of voxelwise RLRT results
semipar.mix.mp

Massively parallel semiparametric mixed models
lm4d

Voxelwise linear models
lm.mp

Massively parallel linear regression models
R2nii

Save data to a NIfTI file
Fdr.rlrt

False discovery rate estimation for massively parallel restricted likelihood ratio tests
vows-package

Voxelwise semiparametrics
funkmeans

Functional k-means clustering for parallel smooths
test

Toy data set
plot.semipar.mp

Plot massively parallel semiparametric models
screen.vox

Screen voxels for a voxelwise smoothing object
extract.fd

Extract curve estimates to be clustered
rlrt.mp.fit

Massively parallel restricted likelihood ratio tests (internal)