Great question. As you point out, all of these parameters (rank, num iterations and the actual reg. term) can in some way contribute to the regularization of the reconstruction of the ratings matrix. We thought it would be interesting to include all of them and here are the optimal parameters SigOpt found for this experiment:

rank = 36

numIter = 30

log_lambda = -2.90405347693