4.3 Article

On the multivariate predictive distribution of multi-dimensional effective dose: a Bayesian approach

Journal

JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION
Volume 78, Issue 5, Pages 429-442

Publisher

TAYLOR & FRANCIS LTD
DOI: 10.1080/00949650601141712

Keywords

posterior distribution; multi-dimensional effective dose; multivariate joint distribution; simulating conditional distribution

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We propose a Bayesian procedure to sample from the distribution of the multi-dimensional effective dose. This effective dose is the set of dose levels of multiple predictive factors that produce a binary response with a fixed probability. We apply our algorithms to parametric and semiparametric logistics regression models, respectively. The graphical display of random samples obtained through Markov chain Monte Carlo can provide some insight into the predictive distribution.

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