Proximal Point Algorithms with Inertial Extrapolation for Quasi-convex Pseudo-monotone Equilibrium Problems

Chinedu Izuchukwu, Grace N. Ogwo, Yekini Shehu
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Abstract

In this paper, we study the proximal point algorithm with inertial extrapolation to approximate a solution to the quasi-convex pseudo-monotone equilibrium problem. In the proposed algorithm, the inertial parameter is allowed to take both negative and positive values during implementations. The possibility of the choice of negative values for the inertial parameter sheds more light on the range of values of the inertial parameter for the proximal point algorithm. Under standard assumptions, we prove that the sequence of iterates generated by the proposed algorithm converges to a solution of the equilibrium problem when the bifunction is strongly quasi-convex in its second argument. Sublinear and linear rates of convergence are also given under standard conditions. Numerical results are reported for both cases of negative and positive inertial factor of the proposed algorithm and comparison with related algorithm is discussed.

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准凸伪单调均衡问题的惯性外推法近端点算法
本文研究了惯性外推法近似点算法,以近似求解准凸伪单调均衡问题。在所提出的算法中,惯性参数在执行过程中既可以取负值,也可以取正值。惯性参数选择负值的可能性进一步揭示了近点算法的惯性参数取值范围。在标准假设条件下,我们证明了当二函数的第二个参数是强准凸时,所提算法产生的迭代序列会收敛到平衡问题的解。在标准条件下,还给出了亚线性和线性收敛率。报告了所提算法在负惯性因子和正惯性因子两种情况下的数值结果,并讨论了与相关算法的比较。
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