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NetworkReg (version 1.1)

Regression Model on Network-Linked Data with Statistical Inference

Description

Linear regression model with nonparametric network effects on network-linked observations. The model is proposed by Le and Li (2022) and is assumed on observations that are connected by a network or similar relational data structure. The model does not assume that the relational data or network structure to be precisely observed; thus, the method is provably robust to a certain level of perturbation of the network structure. The package contains the estimation and inference function for the model.

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Version

Install

install.packages('NetworkReg')

Monthly Downloads

558

Version

1.1

License

GPL (>= 2)

Maintainer

Tianxi Li

Last Published

February 8th, 2024

Functions in NetworkReg (1.1)

net.gen.from.P

generates a network from the given connection probability
NetworkReg

Regression Model on Network-Linked Data with Statistical Inference
SP.Inf

Fitting Linear Regression Models on Network-Linked Data