NonpModelCheck: Model Checking and Variable Selection in Nonparametric Regression

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Provides tests of significance for covariates (or groups of covariates) in a fully nonparametric regression model and a variable (or group) selection procedure based on False Discovery Rate. In addition, it provides a function for local polynomial regression for any number of dimensions, using a bandwidth specified by the user or automatically chosen by cross validation or an adaptive procedure.

Author
Adriano Zanin Zambom
Date of publication
2015-10-11 00:10:16
Maintainer
Adriano Zanin Zambom <adriano.zambom@gmail.com>
License
GPL (>= 2)
Version
2.0

View on CRAN

Man pages

group.npvarselec
Group variable selection for nonparametric regression
localpoly.reg
Local Polynomial Regression Fitting
npmodelcheck
Hypothesis Testing for Covariate or Group effect in...
npvarselec
Variable selection for covariates in nonparametric regression
plot3d.localpoly.reg
3d plot from a local polynomial fit

Files in this package

NonpModelCheck
NonpModelCheck/src
NonpModelCheck/src/Makevars
NonpModelCheck/src/local_poly_estimator.c
NonpModelCheck/src/Makevars.win
NonpModelCheck/NAMESPACE
NonpModelCheck/R
NonpModelCheck/R/plot3d.localpoly.reg.R
NonpModelCheck/R/npmodelcheck.R
NonpModelCheck/R/localpoly.reg.R
NonpModelCheck/R/group.npvarselec.R
NonpModelCheck/R/npvarselec.R
NonpModelCheck/MD5
NonpModelCheck/DESCRIPTION
NonpModelCheck/man
NonpModelCheck/man/npvarselec.Rd
NonpModelCheck/man/plot3d.localpoly.reg.Rd
NonpModelCheck/man/npmodelcheck.Rd
NonpModelCheck/man/localpoly.reg.Rd
NonpModelCheck/man/group.npvarselec.Rd