This paper firstly discusses the structure of the solution set of the linear l 1 problem. Based on the optimal condition of the linear l 1 problem, we give an effective algorithm-base point descent method, which is a finite step algorithm. Furthermore, we also discuss how to deal with the degenerate linear l 1 problem, and give an algorithm by using a perturbation technique.
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