The Bayesian Causal Effect Estimation Algorithm
Denis Talbot, Geneviève Lefebvre, Juli Atherton.
Implementation of the Bayesian Causal Effect Estimation algorithm,
a data-driven method for the estimation of the causal effect of a continuous
exposure on a continuous outcome. For more details, see Talbot et al. (2015).

Implementation of the Bayesian Causal Effect Estimation algorithm,
a data-driven method for the estimation of the causal effect of an exposure
on a continuous outcome. For more details, see Talbot et al. (2015) DOI:10.1515/jci-2014-0035.

Denis Talbot, Geneviève Lefebvre, Juli Atherton, Yohann Chiu.

A Bayesian model averaging approach to causal effect estimation
based on the BCEE algorithm. Currently supports binary or continuous
exposures and outcomes. For more details, see
Talbot et al. (2015) <doi:10.1515/jci-2014-0035>
Talbot and Beaudoin (2020) <arXiv:2003.11588>.

Bayesian models for cost-effectiveness analysis in the presence
of structural zero costs
Implements a full Bayesian cost-effectiveness analysis in the case where the cost variable is characterised by structural zeros. The package implements the Gamma, log-Normal and Normal models for the cost variable and the Gamma, Beta, Bernoulli and Normal models for the measure of clinical effectiveness.

Bayesian Models for Cost-Effectiveness Analysis in the Presence
of Structural Zero Costs

Clinical Trial Calculation Based on BCHM Design
Users can estimate the treatment effect for multiple subgroups basket trials based on the Bayesian Cluster Hierarchical Model (BCHM). In this model, a Bayesian non-parametric method is applied to dynamically calculate the number of clusters by conducting the multiple cluster classification based on subgroup outcomes. Hierarchical model is used to compute the posterior probability of treatment effect with the borrowing strength determined by the Bayesian non-parametric clustering and the similarities between subgroups. To use this package, 'JAGS' software and 'rjags' package are required, and users need to pre-install them.
stats, cluster, coda, clValid, knitr, crayon, plyr