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A RELAXED INERTIAL FACTOR OF THE MODIFIED SUBGRADIENT EXTRAGRADIENT METHOD FOR SOLVING PSEUDO MONOTONE VARIATIONAL INEQUALITIES IN HILBERT SPACES 被引量:2
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作者 Duong Viet THONG Vu Tien DUNG 《Acta Mathematica Scientia》 SCIE CSCD 2023年第1期184-204,共21页
In this paper,we investigate pseudomonotone and Lipschitz continuous variational inequalities in real Hilbert spaces.For solving this problem,we propose a new method that combines the advantages of the subgradient ext... In this paper,we investigate pseudomonotone and Lipschitz continuous variational inequalities in real Hilbert spaces.For solving this problem,we propose a new method that combines the advantages of the subgradient extragradient method and the projection contraction method.Some very recent papers have considered different inertial algorithms which allowed the inertial factor is chosen in[0;1].The purpose of this work is to continue working in this direction,we propose another inertial subgradient extragradient method that the inertial factor can be chosen in a special case to be 1.Under suitable mild conditions,we establish the weak convergence of the proposed algorithm.Moreover,linear convergence is obtained under strong pseudomonotonicity and Lipschitz continuity assumptions.Finally,some numerical illustrations are given to confirm the theoretical analysis. 展开更多
关键词 subgradient extragradient method inertial method variational inequality problem pseudomonotone mapping strong convergence convergence rate
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两方零和马尔科夫博弈策略梯度算法及收敛性分析
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作者 王卓 李永强 +1 位作者 冯宇 冯远静 《浙江大学学报(工学版)》 EI CAS CSCD 北大核心 2024年第3期480-491,共12页
为了解决基于策略的强化学习方法在两方零和马尔科夫博弈中学习效率低下的问题,提出同时更新双方玩家策略的近似纳什均衡策略优化算法.将两方零和马尔科夫博弈问题描述为最大最小优化问题,针对参数化策略,给出马尔科夫博弈的策略梯度定... 为了解决基于策略的强化学习方法在两方零和马尔科夫博弈中学习效率低下的问题,提出同时更新双方玩家策略的近似纳什均衡策略优化算法.将两方零和马尔科夫博弈问题描述为最大最小优化问题,针对参数化策略,给出马尔科夫博弈的策略梯度定理,并通过近似随机策略梯度的推导,为算法实施提供可行性基础.通过比较分析不同的最大最小问题梯度更新方法,发现额外梯度相较于其他方法具有更好的收敛性能.基于这一发现,提出基于额外梯度的近似纳什均衡策略优化算法,并给出算法的收敛性证明.在Oshi-Zumo游戏上,使用表格式softmax参数化策略以及神经网络作为参数化策略,验证不同游戏规模场景下算法的有效性.通过对比实验,验证算法相对于其他方法的收敛性和优越性. 展开更多
关键词 两方零和马尔科夫博弈 强化学习 策略优化 额外梯度 纳什均衡 神经网络
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Inertial Subgradient Extragradient Algorithm for Solving Variational Inequality Problems with Pseudomonotonicity
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作者 Yuwan Ding Hongwei Liu Xiaojun Ma 《Journal of Harbin Institute of Technology(New Series)》 CAS 2023年第5期65-75,共11页
In order to solve variational inequality problems of pseudomonotonicity and Lipschitz continuity in Hilbert spaces, an inertial subgradient extragradient algorithm is proposed by virtue of non-monotone stepsizes. More... In order to solve variational inequality problems of pseudomonotonicity and Lipschitz continuity in Hilbert spaces, an inertial subgradient extragradient algorithm is proposed by virtue of non-monotone stepsizes. Moreover, weak convergence and R-linear convergence analyses of the algorithm are constructed under appropriate assumptions. Finally, the efficiency of the proposed algorithm is demonstrated through numerical implementations. 展开更多
关键词 variational inequality extragradient method PSEUDOMONOTONICITY Lipschitz continuity weak and linear convergence
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Sparse Solutions of Mixed Complementarity Problems 被引量:1
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作者 Peng Zhang Zhensheng Yu 《Journal of Applied Mathematics and Physics》 2020年第1期10-22,共13页
In this paper, we consider an extragradient thresholding algorithm for finding the sparse solution of mixed complementarity problems (MCPs). We establish a relaxation l1 regularized projection minimization model for t... In this paper, we consider an extragradient thresholding algorithm for finding the sparse solution of mixed complementarity problems (MCPs). We establish a relaxation l1 regularized projection minimization model for the original problem and design an extragradient thresholding algorithm (ETA) to solve the regularized model. Furthermore, we prove that any cluster point of the sequence generated by ETA is a solution of MCP. Finally, numerical experiments show that the ETA algorithm can effectively solve the l1 regularized projection minimization model and obtain the sparse solution of the mixed complementarity problem. 展开更多
关键词 Mixed Complementarity Problem SPARSE Solution L1 REGULARIZED PROJECTION MINIMIZATION Model extragradient THRESHOLDING Algorithm
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Hybrid Extragradient-Type Methods for Finding a Common Solution of an Equilibrium Problem and a Family of Strict Pseudo-Contraction Mappings
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作者 Pham Ngoc Anh Tran Dinh Quoc Dang Xuan Son 《Applied Mathematics》 2012年第10期1357-1367,共11页
This paper proposes a new hybrid variant of extragradient methods for finding a common solution of an equilibrium problem and a family of strict pseudo-contraction mappings. We present an algorithmic scheme that combi... This paper proposes a new hybrid variant of extragradient methods for finding a common solution of an equilibrium problem and a family of strict pseudo-contraction mappings. We present an algorithmic scheme that combine the idea of an extragradient method and a successive iteration method as a hybrid variant. Then, this algorithm is modified by projecting on a suitable convex set to get a better convergence property. The convergence of two these algorithms are investigated under certain assumptions. 展开更多
关键词 EQUILIBRIUM Problems Fixed Point Pseudo-Monotone Lipschitz-Type CONTINUITY extragradient Method STRICT Pseudo-Contraction Mapping
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AN EXTRAGRADIENT METHOD FOR RELAXED COCOERCIVE VARIATIONAL INEQUALITY AND EQUILIBRIUM PROBLEMS
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作者 C.Jaiboon P.Kumam U.W.Humphries 《Analysis in Theory and Applications》 2009年第4期381-400,共20页
The purpose of this paper is to investigate the problem of finding the common element of the set of common fixed points of a countable family of nonexpansive mappings, the set of an equilibrium problem and the set of ... The purpose of this paper is to investigate the problem of finding the common element of the set of common fixed points of a countable family of nonexpansive mappings, the set of an equilibrium problem and the set of solutions of the variational inequality prob- lem for a relaxed cocoercive and Lipschitz continuous mapping in Hilbert spaces. Then, we show that the sequence converges strongly to a common element of the above three sets under some parameter controlling conditions, which are connected with Yao, Liou, Yao[17], Takahashi[12] and many others. 展开更多
关键词 nonexpansive mapping relaxed cocoercive mapping variational inequality fixed point equilibrium problem extragradient method
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STRONG CONVERGENCE OF AN INERTIAL EXTRAGRADIENT METHOD WITH AN ADAPTIVE NONDECREASING STEP SIZE FOR SOLVING VARIATIONAL INEQUALITIES 被引量:1
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作者 Nguyen Xuan LINH Duong Viet THONG +2 位作者 Prasit CHOLAMJIAK Pham Anh TUAN Luong Van LONG 《Acta Mathematica Scientia》 SCIE CSCD 2022年第2期795-812,共18页
In this work,we investigate a classical pseudomonotone and Lipschitz continuous variational inequality in the setting of Hilbert space,and present a projection-type approximation method for solving this problem.Our me... In this work,we investigate a classical pseudomonotone and Lipschitz continuous variational inequality in the setting of Hilbert space,and present a projection-type approximation method for solving this problem.Our method requires only to compute one projection onto the feasible set per iteration and without any linesearch procedure or additional projections as well as does not need to the prior knowledge of the Lipschitz constant and the sequentially weakly continuity of the variational inequality mapping.A strong convergence is established for the proposed method to a solution of a variational inequality problem under certain mild assumptions.Finally,we give some numerical experiments illustrating the performance of the proposed method for variational inequality problems. 展开更多
关键词 Inertial method Tseng’s extragradient viscosity method variational inequality problem pseudomonotone mapping strong convergence
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A STRONG CONVERGENCE THEOREM FOR QUASI-EQUILIBRIUM PROBLEMS IN BANACH SPACES
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作者 Mehdi MOHAMMADI G.Zamani ESKANDANI 《Acta Mathematica Scientia》 SCIE CSCD 2022年第1期221-232,共12页
In this paper,we study an extragradient algorithm for approximating solutions of quasi-equilibrium problems in Banach spaces.We prove strong convergence of the sequence generated by the extragradient method to a solut... In this paper,we study an extragradient algorithm for approximating solutions of quasi-equilibrium problems in Banach spaces.We prove strong convergence of the sequence generated by the extragradient method to a solution of the quasi-equilibrium problem. 展开更多
关键词 demiclosed extragradient algorithm quasi-equilibrium problem quasiΦ-nonexpansive mapping strong convergence
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Inertial Viscosity Iterative Method for Solving Pseudo-monotone Variational Inequality Problems and Fixed Point Problems
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作者 Gang CAI Qiao Li DONG Yu PENG 《Acta Mathematica Sinica,English Series》 SCIE CSCD 2022年第5期937-952,共16页
In this paper,we investigate a new inertial viscosity extragradient algorithm for solving variational inequality problems for pseudo-monotone and Lipschitz continuous operator and fixed point problems for quasi-nonexp... In this paper,we investigate a new inertial viscosity extragradient algorithm for solving variational inequality problems for pseudo-monotone and Lipschitz continuous operator and fixed point problems for quasi-nonexpansive mappings in real Hilbert spaces.Strong convergence theorems are obtained under some appropriate conditions on the parameters.Finally,we give some numerical experiments to show the advantages of our proposed algorithms.The results obtained in this paper extend and improve some recent works in the literature. 展开更多
关键词 extragradient method variational inequality fixed point strong convergence quasi-nonexpansive mapping
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Modified Subgradient Extragradient Method for Pseudomonotone Variational Inequalities
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作者 Jiajia Cheng Hongwei Liu 《Journal of Harbin Institute of Technology(New Series)》 CAS 2022年第4期41-48,共8页
Many approaches have been put forward to resolve the variational inequality problem. The subgradient extragradient method is one of the most effective. This paper proposes a modified subgradient extragradient method a... Many approaches have been put forward to resolve the variational inequality problem. The subgradient extragradient method is one of the most effective. This paper proposes a modified subgradient extragradient method about classical variational inequality in a real Hilbert interspace. By analyzing the operator’s partial message, the proposed method designs a non-monotonic step length strategy which requires no line search and is independent of the value of Lipschitz constant, and is extended to solve the problem of pseudomonotone variational inequality. Meanwhile, the method requires merely one map value and a projective transformation to the practicable set at every iteration. In addition, without knowing the Lipschitz constant for interrelated mapping, weak convergence is given and R-linear convergence rate is established concerning algorithm. Several numerical results further illustrate that the method is superior to other algorithms. 展开更多
关键词 variational inequality subgradient extragradient method non⁃monotonic stepsize strategy pseudomonotone mapping
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Subgradient Extragradient Methods for Equilibrium Problems and Fixed Point Problems in Hilbert Space
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作者 Lulu Yin Hongwei Liu 《Journal of Harbin Institute of Technology(New Series)》 CAS 2022年第1期15-23,共9页
Inspired by inertial methods and extragradient algorithms,two algorithms were proposed to investigate fixed point problem of quasinonexpansive mapping and pseudomonotone equilibrium problem in this study.In order to e... Inspired by inertial methods and extragradient algorithms,two algorithms were proposed to investigate fixed point problem of quasinonexpansive mapping and pseudomonotone equilibrium problem in this study.In order to enhance the speed of the convergence and reduce computational cost,the algorithms used a new step size and a cutting hyperplane.The first algorithm was proved to be weak convergence,while the second algorithm used a modified version of Halpern iteration to obtain strong convergence.Finally,numerical experiments on several specific problems and comparisons with other algorithms verified the superiority of the proposed algorithms. 展开更多
关键词 subgradient extragradient methods inertial methods pseudomonotone equilibrium problems fixed point problems Lipschitz⁃type condition
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Modified Subgradient Extragradient Method for Variational Inequality Problems and Fixed Point Problems
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作者 Xiaoyin Li Hongwei Liu +1 位作者 Jiangli Cheng Dongyao Zhang 《Journal of Harbin Institute of Technology(New Series)》 CAS 2022年第5期11-19,共9页
Many approaches inquiring into variational inequality problems have been put forward,among which subgradient extragradient method is of great significance.A novel algorithm is presented in this article for resolving q... Many approaches inquiring into variational inequality problems have been put forward,among which subgradient extragradient method is of great significance.A novel algorithm is presented in this article for resolving quasi-nonexpansive fixed point problem and pseudomonotone variational inequality problem in a real Hilbert interspace.In order to decrease the execution time and quicken the velocity of convergence,the proposed algorithm adopts an inertial technology.Moreover,the algorithm is by virtue of a non-monotonic step size rule to acquire strong convergence theorem without estimating the value of Lipschitz constant.Finally,numerical results on some problems authenticate that the algorithm has preferable efficiency than other algorithms. 展开更多
关键词 inertial method fixed point variational inequality strong convergence subgradient extragradient method
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求解极大单调包含问题的改进混合外梯度邻点方法
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作者 黄元元 刘三阳 《吉林大学学报(理学版)》 CAS CSCD 北大核心 2013年第5期863-866,共4页
提出一种改进的求解极大单调包含问题的混合外梯度邻点方法.该方法的每个迭代步都通过Armijo准则得到正则化参数,在不要求其下界严格大于零的条件下,证明了该方法的弱收敛性,并给出了改进方法的两个特例.
关键词 极大单调算子 邻点方法 外梯度
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求一般凸规划鞍点的投影外梯度法
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作者 孙德锋 《曲阜师范大学学报(自然科学版)》 CAS 1993年第4期10-17,共8页
结合korplevich的外梯度概念和不精确搜索的思想,提出了一种实用的求一般凸规划问题鞍点的投影外梯度法,在目标函数和约束函数连续可微的条件下证明了算法具有全局收敛的性质,同时,还得到了一个鞍点存在的充分必要条件。
关键词 凸规划 变分不等式 外梯度 投影
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一种求解非线性互补问题的方法及其收敛性 被引量:16
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作者 屈彪 王长钰 张树霞 《计算数学》 CSCD 北大核心 2006年第3期247-258,共12页
本文将Newton方法和外梯度方法相结合,提出了一种求解非线性互补问题的方法,证明了此方法的全局收敛性和超线性收敛性,在适当的条件下给出了一个有限终止结果。数值实验表明,此方法是有效的。
关键词 非线性互补问题 NEWTON方法 外梯度方法 收敛 有限终止
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关于外梯度法的步长规则 被引量:9
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作者 修乃华 王长钰 《计算数学》 CSCD 北大核心 2000年第2期197-208,共12页
It is known that stepsize’s choice plays a key role in convergence and efficiency of the extragradient method, which is a special projection-type method, for solving monotone variational inequality problems. In this ... It is known that stepsize’s choice plays a key role in convergence and efficiency of the extragradient method, which is a special projection-type method, for solving monotone variational inequality problems. In this paper, by analyzing the existing stepsize rules, a predictor stepsize rule without the bounded restriction is proposed, and a corrector stepsize rule with (approximate) optimality is also presented. The corresponding convergence properties and numerical examples are shown. 展开更多
关键词 变分不等式 外梯度法 步长规则 非线性互补问题
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变分不等式的新的外梯度方法(英文) 被引量:8
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作者 彭建文 《重庆师范大学学报(自然科学版)》 CAS 2009年第4期9-16,共8页
本文引入了一个新的求解非扩张映射的不动点集和具有单调及Lipschitz连续映射的变分不等式的解集的公共元素的近似算法。这一算法是建立在外梯度方法和粘性逼近方法基础上的。在Hilbert空间上得到了这一算法产生序列的强收敛性定理。其... 本文引入了一个新的求解非扩张映射的不动点集和具有单调及Lipschitz连续映射的变分不等式的解集的公共元素的近似算法。这一算法是建立在外梯度方法和粘性逼近方法基础上的。在Hilbert空间上得到了这一算法产生序列的强收敛性定理。其内容如下:设C是实Hilbert空间H中的非空闭凸集,映射A∶C→H是单调和k-Lipschitz连续的,S∶C→H是非扩张映射满足Fix(S)∩VI(C,A)≠,其中Fix(S)和VI(C,A)分别是S的不动点集和变分不等式的解集,f∶H→H是压缩映射,序列{xn}和{yn}由下列算法产生的:x1=x∈Cyn=PC(xn-γnAxn)xn+1=αnf(xn)+βnxn+(1-αn-βn)SPC(xn-γnAyn),n=1,2,…,其中{γn},{αn}和{βn}是满足条件limn→∞αn=0和∑n∞=1αn=∞,1>limn→s∞upβn≥limn→∞infβn>0和nl→im∞γn=0的数列,则{xn}和{yn}强收敛到w=PFix(S)∩VI(C,A)f(w),这里PFix(S)∩VI(C,A)f(w)表示f(w)在Fix(S)∩VI(C,A)上的投影。本文结果推广了文献中的一些著名结果。 展开更多
关键词 变分不等式 外梯度方法 非扩张映射 单调映射 粘性逼近方法 收敛性定理
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求解伪单调广义变分不等式的次梯度外梯度算法 被引量:3
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作者 邹雨航 叶明露 《内江师范学院学报》 CAS 2023年第4期24-28,共5页
2012年Censor等在欧氏空间里提出了一种求解伪单调变分不等式的算法.该算法在映射为Lipschitz连续且伪单调的条件下得到了全局收敛性.基于该算法,将其推广到广义变分不等式,并在集值映射F连续且伪单调的条件下,证明了算法的全局收敛性.... 2012年Censor等在欧氏空间里提出了一种求解伪单调变分不等式的算法.该算法在映射为Lipschitz连续且伪单调的条件下得到了全局收敛性.基于该算法,将其推广到广义变分不等式,并在集值映射F连续且伪单调的条件下,证明了算法的全局收敛性.数值实验表明了新算法的可行性. 展开更多
关键词 广义变分不等式 次梯度外梯度算法 线搜索 伪单调
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求解拟单调变分不等式的修正外梯度次梯度法 被引量:2
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作者 何丹露 张津溶 《内江师范学院学报》 CAS 2023年第8期29-36,共8页
在实Hilbert空间中提出一种新的算法来求解拟单调变分不等式.新算法基于次梯度外梯度法、惯性技术和Halpern方法,且不要求映射是Lipschitz连续,并采用Armijio线搜索准则.最后在合适的条件下得到新算法产生的序列强收敛到变分不等式的解... 在实Hilbert空间中提出一种新的算法来求解拟单调变分不等式.新算法基于次梯度外梯度法、惯性技术和Halpern方法,且不要求映射是Lipschitz连续,并采用Armijio线搜索准则.最后在合适的条件下得到新算法产生的序列强收敛到变分不等式的解.数值实验结果表明了算法的可行性. 展开更多
关键词 拟单调变分不等式 外梯度次梯度法 惯性技术 一致连续 Halpern方法 Armijio线搜索准则
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解伪单调变分不等式的修正惯性次梯度外梯度法
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作者 张津溶 李紫琪 《韶关学院学报》 2024年第6期21-27,共7页
针对实Hilbert空间中的伪单调变分不等式问题,将惯性法和黏性法相结合,构造了一种基于Armijo线性搜索的次梯度外梯度法.在没有Lipschitz连续性的假定下,给出了该算法生成的迭代序列的强收敛性.最后,通过数值实验说明了该算法是有效的.
关键词 变分不等式 次梯度外梯度算法 Armijo线性搜索 强收敛 伪单调
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