Abstract
This paper provides a new approach to solving the class of split problems. More precisely, we investigate the split common solution problem for monotone operator equations in real Hilbert spaces. To find a solution to this problem, we propose three new iterative algorithms. These algorithms are established based on the inertial proximal point algorithm. We prove the weak convergence of the first algorithm. Next, to obtain the strong convergence theorems, in the second and the third ones, we combine the first algorithms with the hybrid projection method or the shrinking projection method, respectively. Some applications of the main theorems for solving related problems are also presented. Two numerical examples are also given to illustrate the effectiveness of the proposed algorithms.
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References
Abass HA, Narain OK, Onifade OM (2023) Inertial extrapolation method for solving systems of monotone variational inclusion and fixed point problems using Bregman distance approach. Nonlinear Funct Anal Appl 28(2):497–520
Abuchu JA, Ugunnadi GC, Narain OK (2023) Inertial proximal and contraction methods for solving monotone variational inclusion and fixed point problems. Nonlinear Funct Anal Appl 28(1):175–203
Akutsah F, Narain OK, Kim JK (2022) Improved generalized M-iteration for quasi-nonexpansive multivalued mappings with application in real Hilbert spaces. Nonlinear Funct Anal Appl 27(1):59–82
Alber Y, Ryazantseva I (2006) Nonlinear ill posed problems of monotone type. Springer, Berlin
Baiya S, Ungchittrakool K (2022) Accelerated hybrid algorithms for nonexpansive mappings in Hilbert spaces. Nonlinear Funct Anal Appl 27(3):553–568
Bauschke HH, Combettes PL (2010) Convex analysis and monotone operator theory in Hilbert spaces. Springer, Berlin
Belay YA, Zegeye H, Boikanyo OA (2023) Approximation methods for solving split equality of variational inequality and \((f, g)\)-fixed point problems in reflexive Banach spaces. Nonlinear Funct Anal Appl 28(1):135–173
Bot RI, Csetnek ER (2016) An inertial Tseng’s type proximal algorithm for nonsmooth and nonconvex optimization problems. J Optim Theory Appl 171:600–616
Bot RI, Csetnek ER, Hendrich C (2015) Inertial Douglas–Rachford splitting for monotone inclusion. Appl Math Comput 256:472–487
Byrne C (2002) Iterative oblique projection onto convex sets and the split feasibility problem. Inverse Probl 18:441–453
Byrne C (2004) A unified treatment of some iterative algorithms in signal processing and image reconstruction. Inverse Probl 18:103–120
Byrne C, Censor Y, Gibali A, Reich S (2012) The split common null point problem. J Nonlinear Convex Anal 13:759–775
Censor Y, Elfving T (1994) A multiprojection algorithm using Bregman projections in a product space. Numer Algorithms 8:221–239
Censor Y, Bortfeld T, Martin B, Trofimov A (2005a) The split feasibility model leading to a unified approach for inversion problem in intensity-modulated radiation therapy. Technical Report. April Department of Mathematics, University of Haifa, Haifa
Censor Y, Elfving T, Kopf N, Bortfeld T (2005b) The multiple-sets split feasibility problem and its application. Inverse Probl 21:2071–2084
Censor Y, Gibali A, Reich S (2012) Algorithms for the split variational inequality problems. Numer Algorithms 59:301–323
Cholamjiak P, Thong DV, Cho YJ (2020) A novel inertial projection and contraction method for solving pseudomonotone variational inequality problems. Acta Appl Math 169:217–245
Corman E, Yuan XM (2014) A generalized proximal point algorithm and its convergence rate. SIAM J Optim 24:1614–1638
Dong QL, Cho YJ, Zhong LL, Rassias TM (2018a) Inertial projection and contraction algorithms for variational inequalities. J Glob Optim 70:687–704
Dong QL, Yuan HB, Cho YJ, Rassias TM (2018b) Modified inertial Mann algorithm and inertial CQ-algorithm for nonexpansive mappings. Optim Lett 12:87–102
Eslamian M (2017) Split common fixed point and common null point problem. Math Methods Appl Sci 40(18):7410–7424
Eslamian M (2022) Strong convergence theorem for common zero points of inverse strongly monotone mappings and common fixed points of generalized demimetric mappings. Optimization 71(14):4265–4287
Gil’ MI (2010) Operator functions and operator equations. Birkhäuser, Basel
Güler O (1991) On the convergence of the proximal point algorithm for convex minimization. SIAM J Control Optim 29:403–419
Kim JK, Tuyen TM, Ha MTN (2021) Two projection methods for solving the split common fixed point problem with multiple output sets in Hilbert spaces. Numer Funct Anal Optim 42(8):973–988
Klyushin DA, Lyashko SI, Nomirovskii DA, Petunin YuI, Semenov VV (2012) Generalized solutions of operator equations and extreme elements. Springer, Berlin
Martinet B (1970) R’egularisation d’inéquations variationnelles par approximations successives.(French) Rev. Française Informat. Recherche Opérationnelle 4, Sér. R-3:154–158
Moudafi A, Elisabeth E (2003) An approximate inertial proximal method using the enlargement of a maximal monotone operator. Int J Pure Appl Math 5:283–299
Nair MT (2009) Linear operator equations: approximation and regularization. World Scientific Publishing Company, Singapore
Opial Z (1967) Weak convergence of the sequence of successive approximations for nonexpansive mappings. Bull Am Math Soc 73:591–597
Raeisi M, Eskandani GZ, Eslamian M (2018) A general algorithm for multiple-sets split feasibility problem involving resolvents and Bregman mappings. Optimization 67(2):309–327
Reich S, Tuyen TM (2021) Two new self-adaptive algorithms for solving the split common null point problem with multiple output sets in Hilbert spaces. J Fixed Point Theory Appl 23(16):2021
Reich S, Tuyen TM, Ha MTN (2020) The split feasibility problem with multiple output sets in Hilbert spaces. Optim Lett 14:2335–2353
Reich S, Tuyen TM, Ha MTN (2021) An optimization approach to solving the split feasibility problem in Hilbert spaces. J Glob Optim 79:837–852
Reich S, Tuyen TM, Thuy NTT, Ha MTN (2022) A new self-adaptive algorithm for solving the split common fixed point problem with multiple output sets in Hilbert spaces. Numer Algorithms 89:1031–1047
Rockafellar RT (1970) On the maximal monotonicity of subdifferential mappings. Pac J Math 33:209–216
Rockafellar RT (1976) Monotone operators and the proximal point algorithm. SIAM J Control Optim 14:877–898
Takahashi W (2015b) The split common null point problem in Banach spaces. Arch Math 104:357–365
Takahashi W (2015) The split common null point problem in Banach spaces. Arch Math 104:357–365
Takahashi W (2015a) The split feasibility problem and the shrinking projection method in Banach spaces. J Nonlinear Convex Anal 16:1449–1459
Thong DV, Hieu DV (2018) Inertial extragradient algorithms for strongly pseudomonotone variational inequalities. J Comput Appl Math 341:80–98
Truong ND, Kim JK, Anh THH (2022) Hybrid inertial contraction projection methods extended to variational inequality problems. Nonlinear Funct Anal Appl 27(1):203–221
Tuyen TM, Thuy NTT, Trang NM (2019) A strong convergence theorem for a parallel iterative method for solving the split common null point problem in Hilbert spaces. J Optim Theory Appl 183:271–291
Xu H-K (2006) A variable Krasnosel’skii–Mann algorithm and the multiple-set split feasibility problem. Inverse Probl 22:2021–2034
Xu H-K (2010) Iterative methods for the split feasibility problem in infinite dimensional Hilbert spaces. Inverse Probl 26:105018
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The authors are grateful to the editor and referees for their useful comments and helpful suggestions.
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This research was supported by Project of the TNU-University of Sciences in Vietnam under Grant No. CS2022-TN06-03.
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All authors have contributed to the study conception and design. The first draft of the manuscript was written by Minh Tuyen Truong and Song Ha Nguyen, and all authors commented on previous versions of the manuscript. All authors read and approved the final manuscript.
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Song Ha, N., Minh Tuyen, T. & Thi Van Huyen, P. Inertial proximal point algorithm for the split common solution problem of monotone operator equations. Comp. Appl. Math. 42, 303 (2023). https://doi.org/10.1007/s40314-023-02441-4
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DOI: https://doi.org/10.1007/s40314-023-02441-4
Keywords
- Hilbert space
- Initial proximal algorithm
- Hybrid projection method
- Shrinking projection method
- Cocoercive operator