R/CDatanet.R

#' @title The CDatanet package
#' @description The \pkg{CDatanet} package simulates and estimates peer effect models and network formation models. The class of peer effect models includes linear-in-means models (Lee, 2004; Lee et al., 2010), 
#' Tobit models (Xu and Lee, 2015), and discrete numerical data models (Houndetoungan, 2024). 
#' The network formation models include pair-wise regressions with degree heterogeneity (Graham, 2017; Yan et al., 2019) and exponential random graph models (Mele, 2017).
#' To make the computations faster \pkg{CDatanet} uses \code{C++} through the \pkg{Rcpp} package (Eddelbuettel et al., 2011). 
#'
#' @references 
#' Eddelbuettel, D., & Francois, R. (2011). \pkg{Rcpp}: Seamless \R and \code{C++} integration. \emph{Journal of Statistical Software}, 40(8), 1-18, \doi{10.18637/jss.v040.i08}.
#' @references 
#' Houndetoungan, E. A. (2024). Count Data Models with Social Interactions under Rational Expectations. Available at SSRN 3721250, \doi{10.2139/ssrn.3721250}.
#' @references  
#' Lee, L. F. (2004). Asymptotic distributions of quasi-maximum likelihood estimators for spatial autoregressive models. \emph{Econometrica}, 72(6), 1899-1925, \doi{10.1111/j.1468-0262.2004.00558.x}.
#' @references  
#' Lee, L. F., Liu, X., & Lin, X. (2010). Specification and estimation of social interaction models with network structures. The Econometrics Journal, 13(2), 145-176, \doi{10.1111/j.1368-423X.2010.00310.x}
#' @references 
#' Xu, X., & Lee, L. F. (2015). Maximum likelihood estimation of a spatial autoregressive Tobit model. \emph{Journal of Econometrics}, 188(1), 264-280, \doi{10.1016/j.jeconom.2015.05.004}.
#' @references 
#' Graham, B. S. (2017). An econometric model of network formation with degree heterogeneity. \emph{Econometrica}, 85(4), 1033-1063, \doi{10.3982/ECTA12679}.
#' @references 
#' Mele, A. (2017). A structural model of dense network formation. \emph{Econometrica}, 85(3), 825-850, \doi{10.3982/ECTA10400}.
#' @references 
#' Yan, T., Jiang, B., Fienberg, S. E., & Leng, C. (2019). Statistical inference in a directed network model with covariates. \emph{Journal of the American Statistical Association}, 114(526), 857-868, \doi{10.1080/01621459.2018.1448829}.
#' 
#' @useDynLib CDatanet, .registration = TRUE
"_PACKAGE"
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CDatanet documentation built on June 22, 2024, 11:14 a.m.