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In Optimization part of our paper (Section 3.1), we mentioned:
We also add a constrain to this formulation, which avoids trivial solution.
Given any solution, we can get better solution by fixing and making .
Thus the L1 regularization term in Equ (2) becomes invalid. Then both optimization problems (2) and (4) satisfy, but no sparse solution is obtained.