At each iteration, the sampler selects a random variable X i , and draws a new value for X i from the conditional distribution of X i given the current value of the other variables: The stationary distribution of variables derived through this procedure is guaranteed to converge to the true joint distribution of the random variables.
if some variables can be jointly sampled, then it may be beneficial to perform block sampling of these variables to speed convergence.