Penalty Function Approach

Here pis the "penalty coefficient" and 8 is the "regularizing parameter." For fixed positive p and 8, the argument c minimizing this regularized

penalty function, will be unique and denoted by

6 = 8n, the minimum point c~,6 converges to the solution of the optimization problem (3.2) which has the minimal weighted norm (in the regular case this point is unique).