Update W t+0.5 to take into account the regularization penalty r(W ), by solving For the regularizers we consider, this step is solved using the proximal operator associated with the regularizer.
: • For 1 it is a simple thresholding: • For 2 it is a simple scaling: • For nuclear-norm, perform SVD thresholding.