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NonpModelCheck (version 1.0)

Model Checking and Variable Selection in Nonparametric Regression

Description

This package 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.

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Version

Install

install.packages('NonpModelCheck')

Monthly Downloads

35

Version

1.0

License

GPL (>= 2)

Maintainer

Adriano Zanin Zambom

Last Published

September 22nd, 2012

Functions in NonpModelCheck (1.0)

npvarselec

Variable selection for covariates in nonparametric regression
group.npvarselec

Group variable selection for nonparametric regression
npmodelcheck

Hypothesis Testing for Covariate or Group effect in Nonparametric Regression
plot3d.localpoly.reg

3d plot from a local polynomial fit
localpoly.reg

Local Polynomial Regression Fitting