Parameter selection for nonnegative l1l1 matrix/tensor sparse decomposition

For the nonnegative l1l1 matrix/tensor sparse decomposition problem, we derive a threshold bound for the parameters beyond which all the decomposition factors are zero. The obtained result provides a guideline on selection for l1l1 regularization parameters and extends the corresponding result on Lasso optimization problem.