From fdbcf389c588473760b378e517a685445856d8ea Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Teemu=20S=C3=A4ilynoja?= Date: Fri, 19 Jan 2024 15:12:12 +0200 Subject: [PATCH 1/6] Updated documentation. Especially new recommendations for K in ppc_pit_ecdf*() and mcmc_rank_ecdf(). --- R/helpers-ppc.R | 4 ++-- man-roxygen/args-pit-ecdf.R | 8 +++++--- man/MCMC-traces.Rd | 8 +++++--- man/PPC-distributions.Rd | 8 +++++--- man/bayesplot-package.Rd | 20 ++++++++++++++++++++ 5 files changed, 37 insertions(+), 11 deletions(-) diff --git a/R/helpers-ppc.R b/R/helpers-ppc.R index a34bd835..aa06def3 100644 --- a/R/helpers-ppc.R +++ b/R/helpers-ppc.R @@ -416,12 +416,12 @@ adjust_gamma_simulate <- function(N, L, K, prob, M) { #' simultaneous coverage of the ECDF traces. #' @noRd interpolate_gamma <- function(N, K, prob, L) { - # Find the precomputed values ueful for the interpolation task. + # Find the precomputed values useful for the interpolation task. vals <- get_interpolation_values(N, K, L, prob) # Largest lower bound and smalles upper bound for N among precomputed values. N_lb <- max(vals[vals$N <= N, ]$N) N_ub <- min(vals[vals$N >= N, ]$N) - # Approximate largest lower bound and smalles upper bound for gamma. + # Approximate largest lower bound and smallest upper bound for gamma. log_gamma_lb <- approx( x = log(vals[vals$N == N_lb, ]$K), y = log(vals[vals$N == N_lb, ]$val), diff --git a/man-roxygen/args-pit-ecdf.R b/man-roxygen/args-pit-ecdf.R index 48712d11..3a8c3dce 100644 --- a/man-roxygen/args-pit-ecdf.R +++ b/man-roxygen/args-pit-ecdf.R @@ -1,7 +1,9 @@ #' @param K An optional integer defining the number of equally spaced evaluation -#' points for the ECDF. If the submitted PIT values are known to be discrete, -#' this should be the number of the discrete cases. Defaults to the smaller of -#' `length(y)` and `ncol(yrep)` when applicable. +#' points for the ECDF. Reducing K when using `interpolate_adj = FALSE` makes +#' computing the confidence bands faster. For `ppc_pit_ecdf` and +#' `ppc_pit_ecdf_grouped`, defaults to `ncol(yrep) + 1`, or `length(pit)` if PIT +#' values are supplied. For `mcmc_rank_ecdf` defaults to the number of +#' iterations per chain in `x`. #' @param prob The desired simultaneous coverage level of the bands around the #' ECDF. A value in (0,1). #' @param plot_diff A boolean defining whether to plot the difference between diff --git a/man/MCMC-traces.Rd b/man/MCMC-traces.Rd index f05e25a1..3993bbff 100644 --- a/man/MCMC-traces.Rd +++ b/man/MCMC-traces.Rd @@ -194,9 +194,11 @@ of rank-normalized MCMC samples. Defaults to \code{20}.} average number of ranks per bin. Defaults to \code{FALSE}.} \item{K}{An optional integer defining the number of equally spaced evaluation -points for the ECDF. If the submitted PIT values are known to be discrete, -this should be the number of the discrete cases. Defaults to the smaller of -\code{length(y)} and \code{ncol(yrep)} when applicable.} +points for the ECDF. Reducing K when using \code{interpolate_adj = FALSE} makes +computing the confidence bands faster. For \code{ppc_pit_ecdf} and +\code{ppc_pit_ecdf_grouped}, defaults to \code{ncol(yrep) + 1}, or \code{length(pit)} if PIT +values are supplied. For \code{mcmc_rank_ecdf} defaults to the number of +iterations per chain in \code{x}.} \item{prob}{For \code{mcmc_rank_ecdf()}, a value between 0 and 1 specifying the desired simultaneous confidence of the confidence bands to be diff --git a/man/PPC-distributions.Rd b/man/PPC-distributions.Rd index cb90ceed..5c633803 100644 --- a/man/PPC-distributions.Rd +++ b/man/PPC-distributions.Rd @@ -212,9 +212,11 @@ which the ECDF is to be drawn. If NULL, PIT values are computed to \code{y} with respect to the corresponding values in \code{yrep}.} \item{K}{An optional integer defining the number of equally spaced evaluation -points for the ECDF. If the submitted PIT values are known to be discrete, -this should be the number of the discrete cases. Defaults to the smaller of -\code{length(y)} and \code{ncol(yrep)} when applicable.} +points for the ECDF. Reducing K when using \code{interpolate_adj = FALSE} makes +computing the confidence bands faster. For \code{ppc_pit_ecdf} and +\code{ppc_pit_ecdf_grouped}, defaults to \code{ncol(yrep) + 1}, or \code{length(pit)} if PIT +values are supplied. For \code{mcmc_rank_ecdf} defaults to the number of +iterations per chain in \code{x}.} \item{prob}{The desired simultaneous coverage level of the bands around the ECDF. A value in (0,1).} diff --git a/man/bayesplot-package.Rd b/man/bayesplot-package.Rd index e43e457a..9da7e946 100644 --- a/man/bayesplot-package.Rd +++ b/man/bayesplot-package.Rd @@ -114,3 +114,23 @@ for plotting. \code{\link[ggplot2:ggsave]{ggplot2::ggsave()}} for saving plots. } +\author{ +\strong{Maintainer}: Jonah Gabry \email{jsg2201@columbia.edu} + +Authors: +\itemize{ + \item Tristan Mahr +} + +Other contributors: +\itemize{ + \item Paul-Christian Bürkner [contributor] + \item Martin Modrák [contributor] + \item Malcolm Barrett [contributor] + \item Frank Weber [contributor] + \item Eduardo Coronado Sroka [contributor] + \item Teemu Sailynoja [contributor] + \item Aki Vehtari [contributor] +} + +} From c9ce1d3f76933d88e0f617921b9a376c53860b96 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Teemu=20S=C3=A4ilynoja?= Date: Fri, 19 Jan 2024 15:13:06 +0200 Subject: [PATCH 2/6] New tests for ppc_pit_ecdf() and ppc_pit_ecdf_grouped(). --- .../ppc-pit-ecdf-default.svg | 60 +++--- .../ppc-distributions/ppc-pit-ecdf-diff.svg | 54 ++--- .../ppc-pit-ecdf-grouped-default.svg | 188 +++++++++--------- .../ppc-pit-ecdf-grouped-diff.svg | 172 ++++++++-------- 4 files changed, 242 insertions(+), 232 deletions(-) diff --git a/tests/testthat/_snaps/ppc-distributions/ppc-pit-ecdf-default.svg b/tests/testthat/_snaps/ppc-distributions/ppc-pit-ecdf-default.svg index a45b5f05..a8ccbc11 100644 --- a/tests/testthat/_snaps/ppc-distributions/ppc-pit-ecdf-default.svg +++ b/tests/testthat/_snaps/ppc-distributions/ppc-pit-ecdf-default.svg @@ -20,38 +20,40 @@ - - + + - - - - + + + + - -0.00 -0.25 -0.50 -0.75 -1.00 - - - - - - - - - - - -0.00 -0.25 -0.50 -0.75 -1.00 -ppc_pit_ecdf (default) + +0.00 +0.25 +0.50 +0.75 +1.00 + + + + + + + + + + + +0.00 +0.25 +0.50 +0.75 +1.00 +PIT +ECDF +ppc_pit_ecdf (default) diff --git a/tests/testthat/_snaps/ppc-distributions/ppc-pit-ecdf-diff.svg b/tests/testthat/_snaps/ppc-distributions/ppc-pit-ecdf-diff.svg index 1eaf2e0b..f5f91cd0 100644 --- a/tests/testthat/_snaps/ppc-distributions/ppc-pit-ecdf-diff.svg +++ b/tests/testthat/_snaps/ppc-distributions/ppc-pit-ecdf-diff.svg @@ -20,34 +20,38 @@ - - + + - - - - + + + + - --0.1 -0.0 -0.1 - - - - - - - - - -0.00 -0.25 -0.50 -0.75 -1.00 -ppc_pit_ecdf (diff) + +-0.1 +0.0 +0.1 +0.2 + + + + + + + + + + +0.00 +0.25 +0.50 +0.75 +1.00 +PIT +ECDF +ppc_pit_ecdf (diff) diff --git a/tests/testthat/_snaps/ppc-distributions/ppc-pit-ecdf-grouped-default.svg b/tests/testthat/_snaps/ppc-distributions/ppc-pit-ecdf-grouped-default.svg index 7e475360..b47aabd2 100644 --- a/tests/testthat/_snaps/ppc-distributions/ppc-pit-ecdf-grouped-default.svg +++ b/tests/testthat/_snaps/ppc-distributions/ppc-pit-ecdf-grouped-default.svg @@ -20,144 +20,146 @@ - - + + - - - - - - + + + + + + - - + + - - - - - - + + + + + + - - + + - - - - - - + + + + + + - - + + - - - - - - + + + + + + - - + + - -C + +C - - + + - -D + +D - - + + - -A + +A - - + + - -B + +B - - - - - - -0.00 -0.25 -0.50 -0.75 -1.00 - - - - - - -0.00 -0.25 -0.50 -0.75 -1.00 - -0.00 -0.25 -0.50 -0.75 -1.00 - - - - - - -0.00 -0.25 -0.50 -0.75 -1.00 - - - - - -ppc_pit_ecdf_grouped (default) + + + + + + +0.00 +0.25 +0.50 +0.75 +1.00 + + + + + + +0.00 +0.25 +0.50 +0.75 +1.00 + +0.00 +0.25 +0.50 +0.75 +1.00 + + + + + + +0.00 +0.25 +0.50 +0.75 +1.00 + + + + + +PIT +ECDF +ppc_pit_ecdf_grouped (default) diff --git a/tests/testthat/_snaps/ppc-distributions/ppc-pit-ecdf-grouped-diff.svg b/tests/testthat/_snaps/ppc-distributions/ppc-pit-ecdf-grouped-diff.svg index 4c775d05..b3329c23 100644 --- a/tests/testthat/_snaps/ppc-distributions/ppc-pit-ecdf-grouped-diff.svg +++ b/tests/testthat/_snaps/ppc-distributions/ppc-pit-ecdf-grouped-diff.svg @@ -20,136 +20,138 @@ - - + + - - - - - - + + + + + + - - + + - - - - - - + + + + + + - - + + - - - - - - + + + + + + - - + + - - - - - - + + + + + + - - + + - -C + +C - - + + - -D + +D - - + + - -A + +A - - + + - -B + +B - - - - - - -0.00 -0.25 -0.50 -0.75 -1.00 - - - - - - -0.00 -0.25 -0.50 -0.75 -1.00 - --0.2 -0.0 -0.2 - - - - --0.2 -0.0 -0.2 - - - -ppc_pit_ecdf_grouped (diff) + + + + + + +0.00 +0.25 +0.50 +0.75 +1.00 + + + + + + +0.00 +0.25 +0.50 +0.75 +1.00 + +-0.2 +0.0 +0.2 + + + + +-0.2 +0.0 +0.2 + + + +PIT +ECDF +ppc_pit_ecdf_grouped (diff) From 7e008295a4544ecbf167c1213f9c69928329b189 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Teemu=20S=C3=A4ilynoja?= Date: Fri, 19 Jan 2024 15:14:06 +0200 Subject: [PATCH 3/6] Implemented randomised PIT for discrete data, and included some more precomputed values for faster confidence bands. --- R/ppc-distributions.R | 42 ++++++++++++++++++++++++------------------ R/sysdata.rda | Bin 1649212 -> 1650203 bytes 2 files changed, 24 insertions(+), 18 deletions(-) diff --git a/R/ppc-distributions.R b/R/ppc-distributions.R index 1c3e031d..73b32e34 100644 --- a/R/ppc-distributions.R +++ b/R/ppc-distributions.R @@ -606,13 +606,13 @@ ppc_pit_ecdf <- function(y, if (is.null(pit)) { pit <- ppc_data(y, yrep) %>% group_by(.data$y_id) %>% - dplyr::group_map(~ mean(.x$value[.x$is_y] >= .x$value[!.x$is_y])) %>% + dplyr::group_map( + ~ mean(.x$value[.x$is_y] > .x$value[!.x$is_y]) + + runif(1, max = mean(.x$value[.x$is_y] == .x$value[!.x$is_y])) + ) %>% unlist() if (is.null(K)) { - K <- min( - length(unique(ppc_data(y, yrep)$rep_id)) + 1, - length(pit) - ) + K <- nrow(yrep) + 1 } } else { inform("'pit' specified so ignoring 'y', and 'yrep' if specified.") @@ -632,20 +632,22 @@ ppc_pit_ecdf <- function(y, ggplot() + aes( x = 1:K / K, - y = ecdf(pit)(seq(0, 1, length.out = K)) - (plot_diff == TRUE) * 1:K / K, + y = ecdf(pit)(seq(0, 1, length.out = K)) - + (plot_diff == TRUE) * seq(0, 1, length.out = K), color = "y" ) + geom_step(show.legend = FALSE) + geom_step(aes( - y = lims$upper[-1] / N - (plot_diff == TRUE) * 1:K / K, + y = lims$upper[-1] / N - (plot_diff == TRUE) * seq(0, 1, length.out = K), color = "yrep" - ), show.legend = FALSE) + + ), + linetype = 2, show.legend = FALSE) + geom_step(aes( - y = lims$lower[-1] / N - (plot_diff == TRUE) * 1:K / K, + y = lims$lower[-1] / N - (plot_diff == TRUE) * seq(0, 1, length.out = K), color = "yrep" - ), show.legend = FALSE) + - yaxis_title(FALSE) + - xaxis_title(FALSE) + + ), + linetype = 2, show.legend = FALSE) + + labs(y = "ECDF", x = "PIT") + yaxis_ticks(FALSE) + scale_color_ppc() + bayesplot_theme_get() @@ -671,10 +673,13 @@ ppc_pit_ecdf_grouped <- if (is.null(pit)) { pit <- ppc_data(y, yrep, group) %>% group_by(.data$y_id) %>% - dplyr::group_map(~ mean(.x$value[.x$is_y] >= .x$value[!.x$is_y])) %>% + dplyr::group_map( + ~ mean(.x$value[.x$is_y] > .x$value[!.x$is_y]) + + runif(1, max = mean(.x$value[.x$is_y] == .x$value[!.x$is_y])) + ) %>% unlist() if (is.null(K)) { - K <- length(unique(ppc_data(y, yrep)$rep_id)) + 1 + K <- nrow(yrep) + 1 } } else { inform("'pit' specified so ignoring 'y' and 'yrep' if specified.") @@ -723,13 +728,14 @@ ppc_pit_ecdf_grouped <- geom_step(aes( y = .data$lims_upper - (plot_diff == TRUE) * .data$x, color = "yrep" - ), show.legend = FALSE) + + ), + linetype = 2, show.legend = FALSE) + geom_step(aes( y = .data$lims_lower - (plot_diff == TRUE) * .data$x, color = "yrep" - ), show.legend = FALSE) + - xaxis_title(FALSE) + - yaxis_title(FALSE) + + ), + linetype = 2, show.legend = FALSE) + + labs(y = "ECDF", x = "PIT") + yaxis_ticks(FALSE) + bayesplot_theme_get() + facet_wrap("group") + diff --git a/R/sysdata.rda b/R/sysdata.rda index a06232e5ef3b56bc658986b52928423c7dd676dc..2800c61e40a90c6cfc07847f27fe663e244507f5 100644 GIT binary patch literal 1650203 zcmagDcUV)w*De}*6QqiWASfV$ARyYGXKP$B;ED91}ryqae@-s#l0MBmyT zu(asUC-|JnX=*g}(+?O0O{Ad%$$UT;+J*`2P!yrP-yevBbrAY7ISAQs44NVgMn@vh z)Cj^{$$D6kpFggH8dJd$cu$7{gU5yTk3_5}e!w}%*S#wiu$q`NPA`7Sl1cI5?0?`G_vAz^4 z1Zz2Gh(oWNl~$1JC}e`8curOY9TmADKRF4TMBcEZ!?4BOmgGQW;G>zjga9HP)A>LY;TW7g z6^>}51Mx~#T2TK`9onys8c`~2c7Fi}ha*I*v6kw{G^Q~OKFB9xo`HyikjaIv)eGdz z11$oTX`*%>N#=2ZW3XbFIv<4m-4-If0A&BgJ3LaI9z=N!dXFLdCs?WzK0pG;@Ct-((HoR6K21^W^Ib(tWq97O|9lM2qK#E%- 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