Concave minimization for sparse solutions of absolute value equations
Xiaohong Liu , Jie Fan , Wenjuan Li
Transactions of Tianjin University ›› 2016, Vol. 22 ›› Issue (1) : 89 -94.
Concave minimization for sparse solutions of absolute value equations
Based on concave function, the problem of finding the sparse solution of absolute value equations is relaxed to a concave programming, and its corresponding algorithm is proposed, whose main part is solving a series of linear programming. It is proved that a sparse solution can be found under the assumption that the connected matrixes have range space property(RSP). Numerical experiments are also conducted to verify the efficiency of the proposed algorithm.
absolute value equations / concave minimization / sparsity / linear programming / range space property
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