#' @param algorithm A string (possibly abbreviated) indicating the
#' estimation approach to use. Can be \code{"sampling"} for MCMC (the
#' default), \code{"optimizing"} for optimization, \code{"meanfield"} for
#' variational inference with independent normal distributions, or
#' \code{"fullrank"} for variational inference with a multivariate normal
#' distribution. See \code{\link{rstanarm-package}} for more details on the
#' estimation algorithms. NOTE: not all fitting functions support all four
#' algorithms.
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