Package: NetworkReg 1.1

NetworkReg: Regression Model on Network-Linked Data with Statistical Inference

Linear regression model with nonparametric network effects on network-linked observations. The model is proposed by Le and Li (2022) <arxiv:2007.00803> 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.

Authors:Tianxi Li [aut, cre], Can M. Le [aut]

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NetworkReg.pdf |NetworkReg.html✨
NetworkReg/json (API)

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2 exports 0.09 score 69 dependencies 1 scripts 145 downloads

Last updated 7 months agofrom:89a9b59e64. Checks:OK: 7. Indexed: yes.

Exports:net.gen.from.PSP.Inf

Dependencies:abindashAUCbitopsbootcliclustercolorspacedata.tabledeSolveentropyfansifarverfdafdsFNNgamm4ggplot2gluegrpreggtablehdrcdeirlbaisobandkernlabKernSmoothkslabelinglatticelifecyclelme4locfitmagicmagrittrMASSMatrixmclustmgcvminqamulticoolmunsellmvtnormnlmenloptrnnlspbspcaPPpillarpkgconfigpoweRlawpracmaR6rainbowrandnetRColorBrewerRcppRcppEigenRCurlrefundrlangRLRsimRSpectrascalessparseFLMMtibbleutf8vctrsviridisLitewithr