Highest posterior density refers to the region in a probability distribution where the density of the posterior distribution is highest, indicating the most credible parameter values given the data and prior beliefs. This concept is crucial in Bayesian statistics as it provides a way to summarize uncertainty and make inferences about parameters based on the observed data, allowing for a clear visualization of where the most probable values lie.
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