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Optimality Conditions for the L1/2 Regularization Problem and a Descent Method
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    Abstract:

    This paper is concerned with the L1/2 regularization problem. We first study the optimality conditions for the problem. The optimality conditions obtained are the extensions of the optimality conditions for the minimization of a smooth function. Based on this, we derive a decent direction.We then develop a descent method for solving the problem. The method can be regarded as an extension of the well-known steepest descent method. Under appropriate conditions, we show that the proposed method is globally convergent.

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