Bayesian Modeling and Causal Inference for Multivariate Longitudinal Data

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Documentation for package ‘dynamite’ version 1.5.2

• DESCRIPTION file.
• User guides, package vignettes and other documentation.
• Package NEWS.

Help Pages

dynamite-package	The 'dynamite' package.
+.dynamiteformula	Model formula for 'dynamite'
as.data.frame.dynamitefit	Extract Samples From a 'dynamitefit' Object as a Data Frame
as.data.table	Extract Samples From a 'dynamitefit' Object as a Data Table
as.data.table.dynamitefit	Extract Samples From a 'dynamitefit' Object as a Data Table
as_draws	Convert 'dynamite' Output to 'draws_df' Format
as_draws.dynamitefit	Convert 'dynamite' Output to 'draws_df' Format
as_draws_df	Convert 'dynamite' Output to 'draws_df' Format
as_draws_df.dynamitefit	Convert 'dynamite' Output to 'draws_df' Format
aux	Model formula for 'dynamite'
categorical_example	Simulated Categorical Multivariate Panel Data
categorical_example_fit	Model Fit for the Simulated Categorical Multivariate Panel Data
coef.dynamitefit	Extract Regression Coefficients of a Dynamite Model
confint.dynamitefit	Credible Intervals for Dynamite Model Parameters
dynamice	Estimate a Bayesian Dynamic Multivariate Panel Model With Multiple Imputation
dynamite	Estimate a Bayesian Dynamic Multivariate Panel Model
dynamite-deprecated	Deprecated Functions in the dynamite Package
dynamiteformula	Model formula for 'dynamite'
fitted.dynamitefit	Extract Fitted Values of a Dynamite Model
formula.dynamitefit	Estimate a Bayesian Dynamic Multivariate Panel Model
gaussian_example	Simulated Data of Gaussian Responses
gaussian_example_fit	Model Fit for the Simulated Data of Gaussian Responses
gaussian_simulation_fit	Model Fit for the time-varying example in the 'dynamite_simulation' Vignette
get_code	Extract the Stan Code of the Dynamite Model
get_code.dynamitefit	Extract the Stan Code of the Dynamite Model
get_code.dynamiteformula	Extract the Stan Code of the Dynamite Model
get_data	Extract the Model Data of the Dynamite Model
get_data.dynamitefit	Extract the Model Data of the Dynamite Model
get_data.dynamiteformula	Extract the Model Data of the Dynamite Model
get_parameter_dims	Get Parameter Dimensions of the Dynamite Model
get_parameter_dims.dynamitefit	Get Parameter Dimensions of the Dynamite Model
get_parameter_dims.dynamiteformula	Get Parameter Dimensions of the Dynamite Model
get_parameter_names	Get Parameter Names of the Dynamite Model
get_parameter_names.dynamitefit	Get Parameter Names of the Dynamite Model
get_parameter_types	Get Parameter Types of the Dynamite Model
get_parameter_types.dynamitefit	Get Parameter Types of the Dynamite Model
get_priors	Get Prior Definitions of a Dynamite Model
get_priors.dynamitefit	Get Prior Definitions of a Dynamite Model
get_priors.dynamiteformula	Get Prior Definitions of a Dynamite Model
hmc_diagnostics	HMC Diagnostics for a Dynamite Model
hmc_diagnostics.dynamitefit	HMC Diagnostics for a Dynamite Model
lags	Add Lagged Responses as Predictors to Each Channel of a Dynamite Model
lfactor	Define a Common Latent Factor for the Dynamite Model.
lfo	Approximate Leave-Future-Out (LFO) Cross-validation
lfo.dynamitefit	Approximate Leave-Future-Out (LFO) Cross-validation
loo	Approximate Leave-One-Out (LOO) Cross-validation
loo.dynamitefit	Approximate Leave-One-Out (LOO) Cross-validation
mcmc_diagnostics	Diagnostic Values of a Dynamite Model
mcmc_diagnostics.dynamitefit	Diagnostic Values of a Dynamite Model
multichannel_example	Simulated Multivariate Panel Data
multichannel_example_fit	Model Fit for the Simulated Multivariate Panel Data
ndraws	Return the Number of Posterior Draws of a 'dynamitefit' Object
ndraws.dynamitefit	Return the Number of Posterior Draws of a 'dynamitefit' Object
nobs.dynamitefit	Extract the Number of Observations Used to Fit a Dynamite Model
obs	Model formula for 'dynamite'
plot.dynamitefit	Plots for 'dynamitefit' Objects
plot.dynamiteformula	Plot the Model Structure as a Directed Acyclic Graph (DAG)
plot.lfo	Diagnostic Plot for Pareto k Values from LFO
plot_betas	Deprecated Functions in the dynamite Package
plot_deltas	Deprecated Functions in the dynamite Package
plot_lambdas	Deprecated Functions in the dynamite Package
plot_nus	Deprecated Functions in the dynamite Package
plot_psis	Deprecated Functions in the dynamite Package
predict.dynamitefit	Predict Method for a Dynamite Model
print.dynamitefit	Estimate a Bayesian Dynamic Multivariate Panel Model
print.dynamiteformula	Model formula for 'dynamite'
print.lfo	Print the results from the LFO
random_spec	Additional Specifications for the Group-level Random Effects of the DMPM
splines	Define the B-splines Used for the Time-varying Coefficients of the Model.
summary.dynamitefit	Estimate a Bayesian Dynamic Multivariate Panel Model
update.dynamitefit	Update a Dynamite Model