R/ramchoice-package.R

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#' @title ramchoice: Revealed Preference and Attention Analysis in Random Limited Attention Models
#'
#' @description Information about socio-economic agent's preference (consumer,
#'   firm, organization, voter, etc.) is important not only for understanding
#'   the decision-making process, but also for conducting welfare analysis and
#'   providing robust policy recommendations. However, it is widely documented in
#'   psychology, economics and other disciplines that decision makers may not pay
#'   full attention to all available alternatives, rendering standard revealed
#'   preference theory invalid.
#'
#' This package implements the estimation and inference procedures documented in
#'   \href{https://arxiv.org/abs/1712.03448}{Cattaneo, Ma, Masatlioglu, and Suleymanov (2020)},
#'   and \href{https://arxiv.org/abs/2110.10650}{Cattaneo, Cheung, Ma, and Masatlioglu (2022)},
#'   which utilize standard choice data to partially identify decision
#'   maker's preference and attention. For statistical inference, several simulation-based
#'   critical values are provided.
#'
#'   The following functions are provided: \code{\link{revealPref}} and \code{\link{revealAtte}}
#'   (the main functions for revealed preference and attention analysis),
#'   \code{\link{sumData}}, \code{\link{genMat}}, \code{\link{logitAtte}}, \code{\link{logitSimu}}.
#'   A simulated dataset \code{\link{ramdata}} is also included for illustration purposes.
#'
#' @references
#' M. D. Cattaneo, X. Ma, Y. Masatlioglu, and E. Suleymanov (2020). \href{https://arxiv.org/abs/1712.03448}{A Random Attention Model}. \emph{Journal of Political Economy} 128(7): 2796-2836. \doi{10.1086/706861}
#'
#' M. D. Cattaneo, P. Cheung, X. Ma, and Y. Masatlioglu (2022). \href{https://arxiv.org/abs/2110.10650}{Attention Overload}. Working paper.
#'
#' @author
#' Matias D. Cattaneo, Princeton University. \email{cattaneo@princeton.edu}.
#'
#' Paul Cheung, University of Maryland. \email{hycheung@umd.edu}
#'
#' Xinwei Ma (maintainer), University of California San Diego. \email{x1ma@ucsd.edu}
#'
#' Yusufcan Masatlioglu, University of Maryland. \email{yusufcan@umd.edu}
#'
#' Elchin Suleymanov, Purdue University. \email{esuleyma@purdue.edu}
#'
#' @importFrom stats quantile
#' @importFrom MASS mvrnorm
#' @importFrom stats rmultinom
#' @importFrom utils combn
#'
#' @aliases ramchoice-package
"_PACKAGE"

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ramchoice documentation built on May 24, 2022, 1:06 a.m.