Block Sparse Bayesian Recovery with Correlated LSM Prior

Algorithm 1

Block EM-VB.

Input: , .

Initialize:

While or do

Update:

(1) Compute the mean and the covariance matrix by (15) and (11).

(2) Compute according to (22) and (23).

(3) Compute via (27).

Output: