# Bayesian Modeling and Causal Inference for Multivariate Longitudinal Data

## Documentation for package ‘dynamite’ version 1.4.9

- 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
dynamite | Estimate a Bayesian Dynamic Multivariate Panel Model
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
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
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 | Traceplots and Density Plots for a 'dynamitefit' Object
plot.lfo | Diagnostic Plot for Pareto k Values from LFO
plot_betas | Plot Time-invariant Regression Coefficients of a Dynamite Model
plot_deltas | Plot Time-varying Regression Coefficients of a Dynamite Model
plot_lambdas | Plot Factor Loadings of a Dynamite Model
plot_nus | Plot Random effects of a Dynamite Model
plot_psis | Plot Latent Factors of a Dynamite Model
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