Bayesian Essentials and Bayesian Regression. Y. 1. 1. X. Distribution Theory 101. Marginal and Conditional Distributions:. uniform. Simulating from Joint. To draw from the joint: i. draw from marginal on X ii. Condition on this draw, and draw from conditional of Y|X.

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