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Package: qmix | ||
Title: Finite Quantile Mixture Models | ||
Version: 0.1.2.0 | ||
Author: Xiao Lu | ||
Maintainer: Xiao Lu <xiao.lu.research@gmail.com> | ||
Description: Estimates finite quantile mixture models using Markov chain Monte Carlo methods. The finite quantile mixture models include both fixed- and random-quantile specifications that are applicable to both continuous and binary dependent variables. Tools are available to assess convergence and summarize the estimation results. | ||
License: MIT + file LICENSE | ||
Encoding: UTF-8 | ||
LazyData: true | ||
Biarch: true | ||
Depends: R (>= 3.4.0) | ||
Imports: methods, Formula, Rcpp (>= 0.12.0), rstan (>= 2.18.1), | ||
LinkingTo: BH (>= 1.66.0), Rcpp (>= 0.12.0), RcppEigen (>= 0.3.3.3.0), | ||
rstan (>= 2.18.1), StanHeaders (>= 2.18.0) | ||
SystemRequirements: GNU make | ||
RoxygenNote: 6.1.1 | ||
NeedsCompilation: yes | ||
Packaged: 2019-12-04 13:23:20 UTC; xiaolu | ||
Repository: CRAN | ||
Date/Publication: 2019-12-13 15:10:02 UTC |
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YEAR: 2019 | ||
COPYRIGHT HOLDER: Xiao Lu |
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6531bac7865dc399c3497eb743adc15a *DESCRIPTION | ||
3a1cdf3a8255e0fa57bee3760d61f003 *LICENSE | ||
4a1b47bc1507b548ee0016ad069da598 *NAMESPACE | ||
b79a53817bcc34ddd5c46396cd86eabe *R/plotfun.R | ||
8a70cf5f1aedb4f38540eb710125b0d3 *R/printfun.R | ||
fe799daae96ec89ad894590d7bf01ccc *R/qmix-package.R | ||
3b4aecffaf33b6ef990a8d5204c62d8c *R/qmix.R | ||
cf35ba5b0d07ee26324f2dde79d93ca4 *R/source_fun.R | ||
4c52bcddb916f93377c807122a8616bf *R/stanmodels.R | ||
bb1dde5ce5f10edaa9bd4fc25ecbff75 *README.md | ||
1cc60bdd8610449d30184e0bb374bf46 *configure | ||
6bea7bdbd44ffa386677bfdec2d1984b *configure.win | ||
855c064dbf8deaff96c8dc8a87169109 *inst/include/stan_meta_header.hpp | ||
e7b21b5964860bb09cef4919a34d568d *inst/stan/include/license.stan | ||
78854431245e87b4d87ba346bfd820ce *inst/stan/qmixbf.stan | ||
2a9078c536ddc5e8c0b4e1fc110da1e1 *inst/stan/qmixbfv.stan | ||
9fbe2ab2920afab2ef152cc69fb1a9d8 *inst/stan/qmixbr.stan | ||
719a297f5143602c8d58ea8a5338ef89 *inst/stan/qmixbrv.stan | ||
b48c0cd17c8b67217cf2d4a6d31a3feb *inst/stan/qmixcf.stan | ||
6e8fbb6b0d0135b44db0d595bee5d448 *inst/stan/qmixcr.stan | ||
dcb33bd35691fd6b66a17569dd71b04c *man/coef.qmix.Rd | ||
325523d4cfca8b9b731e1109e2880a21 *man/dald.Rd | ||
d237379f648a3453586f70eadfa5205a *man/inverse.Rd | ||
427ac64bbca26fe5a956c04c9c3c0643 *man/is.dichotomous.Rd | ||
d6d45ef62e373ba624c483d719a7974e *man/pald.Rd | ||
ed03614dbd9ff1ccfc3e16c2e5790c12 *man/plot.qmix.Rd | ||
608a78f4eac6f571b22f65b1c8342706 *man/plot_coef.qmix.Rd | ||
33f4f3b2040f517424876031b3f5d0da *man/plot_trace.qmix.Rd | ||
b3e7503405df14cd138d846ae46f680d *man/print.qmix.Rd | ||
ca64e295661588e768281f4d7419294e *man/print_coef.qmix.Rd | ||
4865b3444530b651746efc1e6cafeebe *man/print_mcmc.qmix.Rd | ||
fc9a2d842cf5d0dd9243272985007ffd *man/print_text.qmix.Rd | ||
fefec487e33822c01c9e8ae79ad158c6 *man/qald.Rd | ||
e6b6eae3f018b75965ae91d9d0d5d083 *man/qmix-package.Rd | ||
eee78c3d7e6b279c27a40a30bc6d6ef8 *man/qmix.Rd | ||
5205f0132f1f53cc189cc407ab4a5404 *man/rald.Rd | ||
16c4d03477156c810d4d7b09ea5bc5e9 *src/Makevars | ||
390f45417fa4e4ba6b16f8ccf2bf9752 *src/Makevars.win | ||
6091a2574423ad657e63450a3e7eaa67 *src/RcppExports.cpp | ||
7929fb44344f41722562fad9e64c16fa *src/stanExports_qmixbf.cc | ||
d69aef6c9419ec6737e437cde32cdbc7 *src/stanExports_qmixbf.h | ||
7cdc1ba580f8aba44c5d8f9b8f814887 *src/stanExports_qmixbfv.cc | ||
8bced10d6b7719f8a7843f69c19dbbbf *src/stanExports_qmixbfv.h | ||
b07e0905f73a4cd376f92716740d345c *src/stanExports_qmixbr.cc | ||
38542f00471630aa6e920260f9aeea82 *src/stanExports_qmixbr.h | ||
efa062733cd3a6cf8d6c301c6ce71dc8 *src/stanExports_qmixbrv.cc | ||
721e44423a767f53815ba3943ab1ac4d *src/stanExports_qmixbrv.h | ||
6633725a645bf5a4a24778adb8d53e39 *src/stanExports_qmixcf.cc | ||
9d20b4999125f26a24c3eda526899ad8 *src/stanExports_qmixcf.h | ||
f3809ea0fab8abc4226371eaf22fd842 *src/stanExports_qmixcr.cc | ||
672ca00df2321b2e2caa5cabad46f9d6 *src/stanExports_qmixcr.h |
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# Generated by roxygen2: do not edit by hand | ||
|
||
S3method(coef,qmix) | ||
S3method(plot,qmix) | ||
S3method(print,qmix) | ||
export(dald) | ||
export(pald) | ||
export(plot_coef.qmix) | ||
export(plot_trace.qmix) | ||
export(print_coef.qmix) | ||
export(print_mcmc.qmix) | ||
export(print_text.qmix) | ||
export(qald) | ||
export(qmix) | ||
export(rald) | ||
import(Rcpp) | ||
import(methods) | ||
importFrom(rstan,sampling) | ||
importFrom(stats,coef) | ||
importFrom(stats,model.frame) | ||
importFrom(stats,model.matrix) | ||
importFrom(stats,quantile) | ||
importFrom(stats,runif) | ||
importFrom(stats,uniroot) | ||
useDynLib(qmix, .registration = TRUE) |
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#' Plot qmix object | ||
#' | ||
#' General plot function for \code{qmix} objects, which dispatches the chosen | ||
#' type of plotting to the corresponding function. | ||
#' | ||
#' @param x A \code{qmix} object to be plotted. | ||
#' @param type Character string giving the type of plotting. The options are | ||
#' \code{"trace"} for trace plots, \code{"coef"} for coefficient plots. The default is "coef". | ||
#' @param ... Additional arguments to be passed to subsequent plot functions (check the See Also section). | ||
#' | ||
#' | ||
#' @return None. | ||
#' | ||
#' @seealso \code{\link{plot_trace.qmix}} and \code{\link{plot_coef.qmix}}. | ||
#' @export | ||
#' | ||
#' | ||
#' | ||
plot.qmix <- function(x, type = "coef", ...) { | ||
printFunName <- paste0("plot_", type, ".qmix") | ||
do.call(printFunName, args = c(list(object = x), list(...))) | ||
} | ||
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|
||
|
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#' Trace plots for qmix | ||
#' | ||
#' \code{plot_trace.qmix} is used to produce trace plots from a \code{qmix} object from the main function \code{\link{qmix}}. | ||
#' | ||
#' @param object A \code{qmix} object from running the main function \code{\link{qmix}}. | ||
#' @param ... Additional parameters to be passed to \code{\link[rstan]{traceplot}}. | ||
#' | ||
#' @return None. | ||
#' @export | ||
#' | ||
#' | ||
plot_trace.qmix <- function(object, ...) { | ||
if (object$binarylogic == TRUE & object$design == "fixed") { | ||
names(object$stanfit)[-length(names(object$stanfit))] <- | ||
c(paste0( | ||
rep(paste0("C", 1:object$nmix, ": "), object$nmix), | ||
rep(object$xnames, each = object$nmix) | ||
), | ||
paste0("C", 1:object$nmix, ": proportion")) | ||
} else if (object$binarylogic == FALSE & | ||
object$design == "fixed") { | ||
names(object$stanfit)[-length(names(object$stanfit))] <- | ||
c( | ||
paste0( | ||
rep(paste0("C", 1:object$nmix, ": "), object$nmix), | ||
rep(object$xnames, each = object$nmix) | ||
), | ||
paste0("C", 1:object$nmix, ": proportion"), | ||
paste0("C", 1:object$nmix, ": sigma") | ||
) | ||
} else if (object$binarylogic == TRUE & | ||
object$design == "random") { | ||
names(object$stanfit)[-length(names(object$stanfit))] <- | ||
c( | ||
paste0( | ||
rep(paste0("C", 1:object$nmix, ": "), object$nmix), | ||
rep(object$xnames, each = object$nmix) | ||
), | ||
paste0("C", 1:object$nmix, ": proportion"), | ||
paste0("C", 1:object$nmix, ": quantile") | ||
) | ||
} else { | ||
names(object$stanfit)[-length(names(object$stanfit))] <- | ||
c( | ||
paste0( | ||
rep(paste0("C", 1:object$nmix, ": "), object$nmix), | ||
rep(object$xnames, each = object$nmix) | ||
), | ||
paste0("C", 1:object$nmix, ": proportion"), | ||
paste0("C", 1:object$nmix, ": sigma"), | ||
paste0("C", 1:object$nmix, ": quantile") | ||
) | ||
} | ||
rstan::traceplot(object$stanfit, ...) | ||
} | ||
|
||
#' Make coefficient plots for a \code{qmix} object | ||
#' | ||
#' \code{plot_coef.qmix} is used to produce coefficient plots from a \code{qmix} object. | ||
#' | ||
#' @param object A \code{qmix} object from running the main function \code{\link{qmix}}. | ||
#' @param ... Additional parameters to be passed to \code{\link[rstan]{stan_plot}}. | ||
#' | ||
#' @return None. | ||
#' @export | ||
#' | ||
#' | ||
plot_coef.qmix <- function(object, ...) { | ||
if (object$binarylogic == TRUE & object$design == "fixed") { | ||
names(object$stanfit)[-length(names(object$stanfit))] <- | ||
c(paste0( | ||
rep(paste0("C", 1:object$nmix, ": "), object$nmix), | ||
rep(object$xnames, each = object$nmix) | ||
), | ||
paste0("C", 1:object$nmix, ": proportion")) | ||
} else if (object$binarylogic == FALSE & | ||
object$design == "fixed") { | ||
names(object$stanfit)[-length(names(object$stanfit))] <- | ||
c( | ||
paste0( | ||
rep(paste0("C", 1:object$nmix, ": "), object$nmix), | ||
rep(object$xnames, each = object$nmix) | ||
), | ||
paste0("C", 1:object$nmix, ": proportion"), | ||
paste0("C", 1:object$nmix, ": sigma") | ||
) | ||
} else if (object$binarylogic == TRUE & | ||
object$design == "random") { | ||
names(object$stanfit)[-length(names(object$stanfit))] <- | ||
c( | ||
paste0( | ||
rep(paste0("C", 1:object$nmix, ": "), object$nmix), | ||
rep(object$xnames, each = object$nmix) | ||
), | ||
paste0("C", 1:object$nmix, ": proportion"), | ||
paste0("C", 1:object$nmix, ": quantile") | ||
) | ||
} else { | ||
names(object$stanfit)[-length(names(object$stanfit))] <- | ||
c( | ||
paste0( | ||
rep(paste0("C", 1:object$nmix, ": "), object$nmix), | ||
rep(object$xnames, each = object$nmix) | ||
), | ||
paste0("C", 1:object$nmix, ": proportion"), | ||
paste0("C", 1:object$nmix, ": sigma"), | ||
paste0("C", 1:object$nmix, ": quantile") | ||
) | ||
} | ||
rstan::plot(object$stanfit, ...) | ||
} |
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#' Extract coefficients from a \code{qmix} object | ||
#' | ||
#' Create a table of coefficient results from a \code{qmix} object. | ||
#' | ||
#' @param object A \code{qmix} object from running the main function \code{\link{qmix}}. | ||
#' @param ... Further arguments to be passed according to \code{\link[stats]{coef}}. | ||
#' | ||
#' @return A table of coefficients with their corresponding lower and upper bounds. | ||
#' @export | ||
#' | ||
#' @method coef qmix | ||
#' | ||
#' | ||
coef.qmix <- coefficients.qmix <- function(object, ...) { | ||
coefmat <- | ||
cbind(matrix(object$means[1:(object$npars * object$nmix)], nrow = object$npars * object$nmix), | ||
t(object$ulbs[, 1:(object$npars * object$nmix)])) | ||
row.names(coefmat) <- | ||
paste0(rep(paste0("C", 1:object$nmix, ": "), object$nmix), | ||
rep(object$xnames, each = object$nmix)) | ||
coef_theta <- | ||
cbind(matrix(object$means[(object$npars * object$nmix + 1):(object$npars * object$nmix + object$nmix)], nrow = object$nmix), t(object$ulbs[, (object$npars * object$nmix + 1):(object$npars * object$nmix + object$nmix)])) | ||
row.names(coef_theta) <- | ||
paste0("C", 1:object$nmix, ": proportion") | ||
coefmat <- rbind(coefmat, coef_theta) | ||
if (object$binarylogic == FALSE) { | ||
coef_sigma <- | ||
cbind(matrix(object$means[(object$npars * object$nmix + object$nmix + 1):(object$npars * object$nmix + 2 * | ||
object$nmix)], nrow = object$nmix), t(object$ulbs[, (object$npars * object$nmix + object$nmix + 1):(object$npars * object$nmix + 2 * | ||
object$nmix)])) | ||
row.names(coef_sigma) <- paste0("C", 1:object$nmix, ": sigma") | ||
coefmat <- rbind(coefmat, coef_sigma) | ||
} | ||
|
||
if (object$binarylogic == FALSE & object$design == "random") { | ||
coef_p <- | ||
cbind(matrix(object$means[(object$npars * object$nmix + 2 * object$nmix + 1):(object$npars * object$nmix + 3 * | ||
object$nmix)], nrow = object$nmix), t(object$ulbs[, (object$npars * object$nmix + 2 * | ||
object$nmix + 1):(object$npars * object$nmix + 3 * object$nmix)])) | ||
row.names(coef_p) <- paste0("C", 1:object$nmix, ": quantile") | ||
coefmat <- rbind(coefmat, coef_p) | ||
} | ||
|
||
if (object$binarylogic == TRUE & object$design == "random") { | ||
coef_p <- | ||
cbind(matrix(object$means[(object$npars * object$nmix + object$nmix + 1):(object$npars * object$nmix + 2 * | ||
object$nmix)], nrow = object$nmix), t(object$ulbs[, (object$npars * object$nmix + object$nmix + 1):(object$npars * object$nmix + 2 * | ||
object$nmix)])) | ||
row.names(coef_p) <- paste0("C", 1:object$nmix, ": quantile") | ||
coefmat <- rbind(coefmat, coef_p) | ||
} | ||
|
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colnames(coefmat) <- c("Estimate", "LB", "UB") | ||
return(coefmat) | ||
} | ||
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#' Print returns from a \code{qmix} object | ||
#' | ||
#' General print function for \code{qmix} objects, which dispatches the chosen type | ||
#' of printing to the corresponding function. | ||
#' | ||
#' @param x A \code{qmix} object to be printed. | ||
#' @param type Character string giving the type of printing, such as | ||
#' \code{"text"}, \code{"mcmc"}, \code{"coef"}. | ||
#' @param ... Additional arguments to be passed to print functions (check the See Also section). | ||
#' | ||
#' @return None. | ||
#' @seealso \code{\link{print_text.qmix}}, \code{\link{print_mcmc.qmix}}, \code{\link{print_coef.qmix}}. | ||
#' @export | ||
#' | ||
#' | ||
#' | ||
print.qmix <- function(x, type = "text", ...) { | ||
printFunName <- paste0("print_", type, ".qmix") | ||
do.call(printFunName, args = c(list(object = x), list(...))) | ||
} | ||
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|
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#' Print the main results from a \code{qmix} object. | ||
#' | ||
#' @param object A \code{qmix} object. | ||
#' @param digits Number of digits to display. | ||
#' | ||
#' @return None. | ||
#' @export | ||
#' | ||
#' | ||
#' | ||
print_text.qmix <- function(object, digits = 3) { | ||
cat("Finite Quantile Mixture with", | ||
object$design, | ||
"quantile specification \n") | ||
cat("\nCall:\n", | ||
paste(deparse(object$Call), sep = "\n", collapse = "\n"), | ||
"\n\n", | ||
sep = "") | ||
cat( | ||
"MCMC run for", | ||
object$nsim, | ||
"iterations, with", | ||
object$stanfit@sim$warmup2, | ||
"used. \n\n" | ||
) | ||
cat("Coefficients:\n") | ||
print(round(coef(object), digits)) | ||
cat("\n") | ||
names(object$thetas) = paste0("C", 1:object$nmix) | ||
cat("Estimated proportions of each mixture component: ", | ||
object$thetas) | ||
cat("\n") | ||
} | ||
|
||
|
||
#' Print convergence diagnostics from a \code{qmix} object | ||
#' | ||
#' \code{print_mcmc.qmix} prints a number of diagnostics about the convergence of a \code{qmix} objects. | ||
#' | ||
#' | ||
#' @param object A \code{qmix} object. | ||
#' @param ... Additional arguments to be passed to the \code{print} function. | ||
#' | ||
#' @return None. | ||
#' @export | ||
#' | ||
#' | ||
#' | ||
print_mcmc.qmix <- function(object, ...) { | ||
print(object$stanfit, ...) | ||
} | ||
|
||
|
||
|
||
#' Print coefficients of a \code{qmix} object | ||
#' | ||
#' \code{print_coef.qmix} prints out coefficients from a \code{qmix} object from running the main function \code{\link{qmix}}. | ||
#' | ||
#' @param object A \code{qmix} object. | ||
#' @param digits Number of digits to display. | ||
#' | ||
#' @return None. | ||
#' @export | ||
#' | ||
#' | ||
#' | ||
print_coef.qmix <- function(object, digits = 3) { | ||
print(round(coef(object), digits)) | ||
} |
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