Tools for Working with Posterior Distributions


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Documentation for package ‘posterior’ version 1.6.0

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posterior-package Tools for working with posterior (and prior) distributions

-- A --

all.rvar Summaries of random variables within array elements, over draws
any.rvar Summaries of random variables within array elements, over draws
as_draws Transform to 'draws' objects
as_draws_array The 'draws_array' format
as_draws_array.default The 'draws_array' format
as_draws_array.draws_array The 'draws_array' format
as_draws_array.draws_df The 'draws_array' format
as_draws_array.draws_list The 'draws_array' format
as_draws_array.draws_matrix The 'draws_array' format
as_draws_array.draws_rvars The 'draws_array' format
as_draws_array.mcmc The 'draws_array' format
as_draws_array.mcmc.list The 'draws_array' format
as_draws_df The 'draws_df' format
as_draws_df.data.frame The 'draws_df' format
as_draws_df.default The 'draws_df' format
as_draws_df.draws_array The 'draws_df' format
as_draws_df.draws_df The 'draws_df' format
as_draws_df.draws_list The 'draws_df' format
as_draws_df.draws_matrix The 'draws_df' format
as_draws_df.draws_rvars The 'draws_df' format
as_draws_df.mcmc The 'draws_df' format
as_draws_df.mcmc.list The 'draws_df' format
as_draws_list The 'draws_list' format
as_draws_list.default The 'draws_list' format
as_draws_list.draws_array The 'draws_list' format
as_draws_list.draws_df The 'draws_list' format
as_draws_list.draws_list The 'draws_list' format
as_draws_list.draws_matrix The 'draws_list' format
as_draws_list.draws_rvars The 'draws_list' format
as_draws_list.mcmc The 'draws_list' format
as_draws_list.mcmc.list The 'draws_list' format
as_draws_matrix The 'draws_matrix' format
as_draws_matrix.default The 'draws_matrix' format
as_draws_matrix.draws_array The 'draws_matrix' format
as_draws_matrix.draws_df The 'draws_matrix' format
as_draws_matrix.draws_list The 'draws_matrix' format
as_draws_matrix.draws_matrix The 'draws_matrix' format
as_draws_matrix.draws_rvars The 'draws_matrix' format
as_draws_matrix.mcmc The 'draws_matrix' format
as_draws_matrix.mcmc.list The 'draws_matrix' format
as_draws_rvars The 'draws_rvars' format
as_draws_rvars.default The 'draws_rvars' format
as_draws_rvars.draws_array The 'draws_rvars' format
as_draws_rvars.draws_df The 'draws_rvars' format
as_draws_rvars.draws_list The 'draws_rvars' format
as_draws_rvars.draws_matrix The 'draws_rvars' format
as_draws_rvars.draws_rvars The 'draws_rvars' format
as_draws_rvars.list The 'draws_rvars' format
as_draws_rvars.mcmc The 'draws_rvars' format
as_draws_rvars.mcmc.list The 'draws_rvars' format
as_rvar Coerce to a random variable
as_rvar_factor Coerce to a factor random variable
as_rvar_integer Coerce to a random variable
as_rvar_logical Coerce to a random variable
as_rvar_numeric Coerce to a random variable
as_rvar_ordered Coerce to a factor random variable

-- B --

bind_draws Bind 'draws' objects together
bind_draws.draws_array Bind 'draws' objects together
bind_draws.draws_df Bind 'draws' objects together
bind_draws.draws_list Bind 'draws' objects together
bind_draws.draws_matrix Bind 'draws' objects together
bind_draws.draws_rvars Bind 'draws' objects together

-- C --

cdf.rvar Density, CDF, and quantile functions of random variables
cdf.rvar_factor Density, CDF, and quantile functions of random variables
cdf.rvar_ordered Density, CDF, and quantile functions of random variables
chain_ids Index 'draws' objects
chol.rvar Cholesky decomposition of random matrix
convergence List of available convergence diagnostics

-- D --

default_convergence_measures Summaries of 'draws' objects
default_mcse_measures Summaries of 'draws' objects
default_summary_measures Summaries of 'draws' objects
density.rvar Density, CDF, and quantile functions of random variables
density.rvar_factor Density, CDF, and quantile functions of random variables
diag-method Matrix diagonals (including for random variables)
diagnostics List of available convergence diagnostics
dissent Dissention
dissent.default Dissention
dissent.rvar Dissention
draws Transform to 'draws' objects
draws-index Index 'draws' objects
draws_array The 'draws_array' format
draws_df The 'draws_df' format
draws_list The 'draws_list' format
draws_matrix The 'draws_matrix' format
draws_of Get/set array of draws underlying a random variable
draws_of<- Get/set array of draws underlying a random variable
draws_rvars The 'draws_rvars' format
draws_summary Summaries of 'draws' objects
draw_ids Index 'draws' objects
drop-method Drop redundant dimensions

-- E --

E Summaries of random variables within array elements, over draws
entropy Normalized entropy
entropy.default Normalized entropy
entropy.rvar Normalized entropy
ess_basic Basic version of the effective sample size
ess_basic.default Basic version of the effective sample size
ess_basic.rvar Basic version of the effective sample size
ess_bulk Bulk effective sample size (bulk-ESS)
ess_bulk.default Bulk effective sample size (bulk-ESS)
ess_bulk.rvar Bulk effective sample size (bulk-ESS)
ess_mean Effective sample size for the mean
ess_mean.default Effective sample sizes for quantiles
ess_mean.rvar Effective sample size for the mean
ess_median Effective sample sizes for quantiles
ess_quantile Effective sample sizes for quantiles
ess_quantile.default Effective sample sizes for quantiles
ess_quantile.rvar Effective sample sizes for quantiles
ess_sd Effective sample size for the standard deviation
ess_sd.default Effective sample size for the standard deviation
ess_sd.rvar Effective sample size for the standard deviation
ess_tail Tail effective sample size (tail-ESS)
ess_tail.default Tail effective sample size (tail-ESS)
ess_tail.rvar Tail effective sample size (tail-ESS)
example_draws Example 'draws' objects
extract_variable Extract draws of a single variable
extract_variable.default Extract draws of a single variable
extract_variable.draws Extract draws of a single variable
extract_variable.draws_df Extract draws of a single variable
extract_variable.draws_list Extract draws of a single variable
extract_variable.draws_rvars Extract draws of a single variable
extract_variable_array Extract array of a single (possibly indexed) variable
extract_variable_array.default Extract array of a single (possibly indexed) variable
extract_variable_array.draws Extract array of a single (possibly indexed) variable
extract_variable_matrix Extract matrix of a single variable
extract_variable_matrix.default Extract matrix of a single variable
extract_variable_matrix.draws Extract matrix of a single variable
extract_variable_matrix.draws_df Extract matrix of a single variable
extract_variable_matrix.draws_list Extract matrix of a single variable
extract_variable_matrix.draws_rvars Extract matrix of a single variable

-- F --

format.rvar Print or format a random variable
for_each_draw Loop over draws

-- I --

is.finite.rvar Summaries of random variables within array elements, over draws
is.infinite.rvar Summaries of random variables within array elements, over draws
is.na.rvar Summaries of random variables within array elements, over draws
is.nan.rvar Summaries of random variables within array elements, over draws
is_draws Transform to 'draws' objects
is_draws_array The 'draws_array' format
is_draws_df The 'draws_df' format
is_draws_list The 'draws_list' format
is_draws_matrix The 'draws_matrix' format
is_draws_rvars The 'draws_rvars' format
is_rvar Is 'x' a random variable?
is_rvar_factor Is 'x' a factor random variable?
is_rvar_ordered Is 'x' a factor random variable?
iteration_ids Index 'draws' objects

-- M --

mad Summaries of random variables within array elements, over draws
mad.default Summaries of random variables within array elements, over draws
mad.rvar Summaries of random variables within array elements, over draws
mad.rvar_ordered Summaries of random variables within array elements, over draws
match Value Matching
match.default Value Matching
match.rvar Value Matching
matrixOps.rvar Matrix multiplication of random variables
max.rvar Summaries of random variables within array elements, over draws
mcse_mean Monte Carlo standard error for the mean
mcse_mean.default Monte Carlo standard error for the mean
mcse_mean.rvar Monte Carlo standard error for the mean
mcse_median Monte Carlo standard error for quantiles
mcse_quantile Monte Carlo standard error for quantiles
mcse_quantile.default Monte Carlo standard error for quantiles
mcse_quantile.rvar Monte Carlo standard error for quantiles
mcse_sd Monte Carlo standard error for the standard deviation
mcse_sd.default Monte Carlo standard error for the standard deviation
mcse_sd.rvar Monte Carlo standard error for the standard deviation
mean.rvar Summaries of random variables within array elements, over draws
median.rvar Summaries of random variables within array elements, over draws
merge_chains Merge chains of 'draws' objects
merge_chains.draws_array Merge chains of 'draws' objects
merge_chains.draws_df Merge chains of 'draws' objects
merge_chains.draws_list Merge chains of 'draws' objects
merge_chains.draws_matrix Merge chains of 'draws' objects
merge_chains.draws_rvars Merge chains of 'draws' objects
merge_chains.rvar Merge chains of 'draws' objects
min.rvar Summaries of random variables within array elements, over draws
modal_category Modal category
modal_category.default Modal category
modal_category.rvar Modal category
mutate_variables Mutate variables in 'draws' objects
mutate_variables.draws_array Mutate variables in 'draws' objects
mutate_variables.draws_df Mutate variables in 'draws' objects
mutate_variables.draws_list Mutate variables in 'draws' objects
mutate_variables.draws_matrix Mutate variables in 'draws' objects
mutate_variables.draws_rvars Mutate variables in 'draws' objects

-- N --

nchains Index 'draws' objects
ndraws Index 'draws' objects
niterations Index 'draws' objects
nvariables Get variable names from 'draws' objects

-- O --

order_draws Order 'draws' objects
order_draws.draws_array Order 'draws' objects
order_draws.draws_df Order 'draws' objects
order_draws.draws_list Order 'draws' objects
order_draws.draws_matrix Order 'draws' objects
order_draws.draws_rvars Order 'draws' objects
order_draws.rvar Order 'draws' objects

-- P --

pareto_convergence_rate Pareto smoothing diagnostics
pareto_convergence_rate.default Pareto smoothing diagnostics
pareto_convergence_rate.rvar Pareto smoothing diagnostics
pareto_diags Pareto smoothing diagnostics
pareto_diags.default Pareto smoothing diagnostics
pareto_diags.rvar Pareto smoothing diagnostics
pareto_khat Pareto khat diagnostic
pareto_khat.default Pareto khat diagnostic
pareto_khat.rvar Pareto khat diagnostic
pareto_khat_threshold Pareto smoothing diagnostics
pareto_khat_threshold.default Pareto smoothing diagnostics
pareto_khat_threshold.rvar Pareto smoothing diagnostics
pareto_min_ss Pareto smoothing diagnostics
pareto_min_ss.default Pareto smoothing diagnostics
pareto_min_ss.rvar Pareto smoothing diagnostics
pareto_smooth Pareto smoothing
pareto_smooth.default Pareto smoothing
pareto_smooth.rvar Pareto smoothing
posterior Tools for working with posterior (and prior) distributions
Pr Summaries of random variables within array elements, over draws
Pr.default Summaries of random variables within array elements, over draws
Pr.logical Summaries of random variables within array elements, over draws
Pr.rvar Summaries of random variables within array elements, over draws
print.draws_array Print 'draws_array' objects
print.draws_df Print 'draws_df' objects
print.draws_list Print 'draws_list' objects
print.draws_matrix Print 'draws_matrix' objects
print.draws_rvars Print 'draws_rvars' objects
print.draws_summary Print summaries of 'draws' objects
print.rvar Print or format a random variable
prod.rvar Summaries of random variables within array elements, over draws
ps_convergence_rate Pareto convergence rate
ps_khat_threshold Pareto k-hat threshold
ps_min_ss Pareto-smoothing minimum sample-size
ps_tail_length Pareto tail length

-- Q --

quantile.rvar Density, CDF, and quantile functions of random variables
quantile.rvar_factor Density, CDF, and quantile functions of random variables
quantile.rvar_ordered Density, CDF, and quantile functions of random variables
quantile2 Compute Quantiles
quantile2.default Compute Quantiles
quantile2.rvar Compute Quantiles

-- R --

range.rvar Summaries of random variables within array elements, over draws
rdo Execute expressions of random variables
rename_variables Rename variables in 'draws' objects
rename_variables.draws Rename variables in 'draws' objects
repair_draws Repair indices of 'draws' objects
repair_draws.draws_array Repair indices of 'draws' objects
repair_draws.draws_df Repair indices of 'draws' objects
repair_draws.draws_list Repair indices of 'draws' objects
repair_draws.draws_matrix Repair indices of 'draws' objects
repair_draws.draws_rvars Repair indices of 'draws' objects
repair_draws.rvar Repair indices of 'draws' objects
resample_draws Resample 'draws' objects
resample_draws.draws Resample 'draws' objects
resample_draws.rvar Resample 'draws' objects
reserved_variables Reserved variables
reserved_variables.default Reserved variables
reserved_variables.draws_array Reserved variables
reserved_variables.draws_df Reserved variables
reserved_variables.draws_list Reserved variables
reserved_variables.draws_matrix Reserved variables
reserved_variables.draws_rvars Reserved variables
rfun Create functions of random variables
rhat Rhat convergence diagnostic
rhat.default Rhat convergence diagnostic
rhat.rvar Rhat convergence diagnostic
rhat_basic Basic version of the Rhat convergence diagnostic
rhat_basic.default Basic version of the Rhat convergence diagnostic
rhat_basic.rvar Basic version of the Rhat convergence diagnostic
rhat_nested Nested Rhat convergence diagnostic
rhat_nested.default Nested Rhat convergence diagnostic
rhat_nested.rvar Nested Rhat convergence diagnostic
rstar Calculate R* convergence diagnostic
rvar Random variables of arbitrary dimension
rvar-dist Density, CDF, and quantile functions of random variables
rvar-matmult Matrix multiplication of random variables
rvar-slice Random variable slicing
rvar-summaries-over-draws Summaries of random variables within array elements, over draws
rvar-summaries-within-draws Summaries of random variables over array elements, within draws
rvar_all Summaries of random variables over array elements, within draws
rvar_any Summaries of random variables over array elements, within draws
rvar_apply Random variable resulting from a function applied over margins of an array or random variable
rvar_factor Factor random variables of arbitrary dimension
rvar_ifelse Random variable ifelse
rvar_is_finite Special value predicates for random variables
rvar_is_infinite Special value predicates for random variables
rvar_is_na Special value predicates for random variables
rvar_is_nan Special value predicates for random variables
rvar_mad Summaries of random variables over array elements, within draws
rvar_max Summaries of random variables over array elements, within draws
rvar_mean Summaries of random variables over array elements, within draws
rvar_median Summaries of random variables over array elements, within draws
rvar_min Summaries of random variables over array elements, within draws
rvar_ordered Factor random variables of arbitrary dimension
rvar_prod Summaries of random variables over array elements, within draws
rvar_quantile Summaries of random variables over array elements, within draws
rvar_range Summaries of random variables over array elements, within draws
rvar_rng Create random variables from existing random number generators
rvar_sd Summaries of random variables over array elements, within draws
rvar_sum Summaries of random variables over array elements, within draws
rvar_var Summaries of random variables over array elements, within draws

-- S --

sd Summaries of random variables within array elements, over draws
sd.default Summaries of random variables within array elements, over draws
sd.rvar Summaries of random variables within array elements, over draws
set_variables Set variable names in 'draws' objects
split_chains Split Chains
str.rvar Print or format a random variable
subset.draws Subset 'draws' objects
subset_draws Subset 'draws' objects
subset_draws.draws_array Subset 'draws' objects
subset_draws.draws_df Subset 'draws' objects
subset_draws.draws_list Subset 'draws' objects
subset_draws.draws_matrix Subset 'draws' objects
subset_draws.draws_rvars Subset 'draws' objects
subset_draws.rvar Subset 'draws' objects
sum.rvar Summaries of random variables within array elements, over draws
summarise_draws Summaries of 'draws' objects
summarise_draws.draws Summaries of 'draws' objects
summarise_draws.rvar Summaries of 'draws' objects
summarize_draws Summaries of 'draws' objects
summary.draws Summaries of 'draws' objects
Summary.rvar Summaries of random variables within array elements, over draws
summary.rvar Summaries of 'draws' objects

-- T --

thin Thin 'draws' objects
thin_draws Thin 'draws' objects
thin_draws.draws Thin 'draws' objects
thin_draws.rvar Thin 'draws' objects

-- V --

var Summaries of random variables within array elements, over draws
var.default Summaries of random variables within array elements, over draws
var.rvar Summaries of random variables within array elements, over draws
variables Get variable names from 'draws' objects
variables.draws_array Get variable names from 'draws' objects
variables.draws_df Get variable names from 'draws' objects
variables.draws_list Get variable names from 'draws' objects
variables.draws_matrix Get variable names from 'draws' objects
variables.draws_rvars Get variable names from 'draws' objects
variables<- Set variable names in 'draws' objects
variables<-.draws_array Set variable names in 'draws' objects
variables<-.draws_df Set variable names in 'draws' objects
variables<-.draws_list Set variable names in 'draws' objects
variables<-.draws_matrix Set variable names in 'draws' objects
variables<-.draws_rvars Set variable names in 'draws' objects
variance.rvar Summaries of random variables within array elements, over draws

-- W --

weights.draws Extract Weights from Draws Objects
weight_draws Weight 'draws' objects
weight_draws.draws_array Weight 'draws' objects
weight_draws.draws_df Weight 'draws' objects
weight_draws.draws_list Weight 'draws' objects
weight_draws.draws_matrix Weight 'draws' objects
weight_draws.draws_rvars Weight 'draws' objects

-- misc --

%**% Matrix multiplication of random variables
%in% Value Matching
[.rvar Random variable slicing
[<-.rvar Random variable slicing
[[.rvar Random variable slicing
[[<-.rvar Random variable slicing