# Bayesian Modeling and Causal Inference for Multivariate Longitudinal Data

## Documentation for package ‘dynamite’ version 1.6.3

- DESCRIPTION file
- User guides, package vignettes and other documentation
- Package NEWS
- Package README

## 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 a Gaussian Response
gaussian_example_fit | Model Fit for the Simulated Data of a Gaussian Response
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