Abstract
In this paper, by basing on the inexact subgradient and projection methods presented by Santos et al. (Comput. Appl. Math. 30: 91–107, 2011), we develop subgradient projection methods for solving strongly monotone equilibrium problems with pseudomonotone equilibrium constraints. The problem usually is called monotone bilevel equilibrium problems. We show that this problem can be solved by a simple and explicit subgradient method. The strong convergence for the proposed algorithms to the solution is guaranteed under certain assumptions in a real Hilbert space. Numerical illustrations are given to demonstrate the performances of the algorithms.
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Anh, P.N.: A new extragradient iteration algorithm for bilevel variational inequalities. Acta Math. Vietnamica 37, 95–107 (2012)
Anh, P.N.: A hybrid extragradient method extended to fixed point problems and equilibrium problems. Optim. 62, 271–283 (2013)
Anh, P.N., Anh, T.T.H., Hien, N.D.: Modified basic projection methods for a class of equilibrium problems. Numer. Alg. 79(1), 139–152 (2018)
Anh, P.N., Le Thi, H.A.: An Armijo-type method for pseudomonotone equilibrium problems and its applications. J. Glob. Optim. 57, 803–820 (2013)
Anh, P.N., Le Thi, H.A.: New subgradient extragradient methods for solving monotone bilevel equilibrium problems. Optim. 68(11), 2097–2122 (2019)
Anh, P.N., Kim, J.K., Muu, L.D.: An extragradient method for solving bilevel variational inequalities. J. Glob. Optim. 52, 627–639 (2012)
Anh, P.N., Thuy, L.Q., Anh, T.T.H.: Strong convergence theorem for the lexicographic Ky fan inequality. Vietnam J. Math. 46(3), 517–530 (2018)
Bianchi, M., Schaible, S.: Generalized monotone bifunctions and equilibrium problems. J. Optim. Theory Appl. 90, 31–43 (1996)
Bnouhachem, A.: An LQP method for psedomonotone variational inequalities. J. Glob. Optim. 36, 351–363 (2006)
Daniele, P., Giannessi, F., Maugeri, A.: Equilibrium problems and variational models. Kluwer (2003)
Dempe, S., Zemkoho, A.B.: The bilevel programming problem: reformulations, constraint qualifications and optimality conditions. Math. Progr. 138, 447–473 (2013)
Dinh, B.V., Hung, P.G., Muu, L.D.: Bilevel optimization as a regularization approach to pseudomonotone equilibrium problems. Num. Funct. Anal. Optim. 35 (5), 539–563 (2014)
Facchinei, F., Pang, J.S.: Finite-dimensional variational inequalities and complementary problems. Springer-Verlag, New York (2003)
Fan, K.: Aminimax inequality and applications. In: Shisha, O. (ed.) Inequality III, pp 103–113. Academic Press, New York (1972)
Giannessi, F., Maugeri, A., Pardalos, P.M.: Equilibrium problems: Nonsmooth optimization and variational inequality models. Kluwer (2004)
Kalashnikov, V.V., Kalashnikova, N.I.: Solving two-level variational inequality. J. Glob. Optim. 8, 289–294 (1996)
Konnov, I.V.: Combined relaxation methods for variational inequalities. Springer-Verlag, Berlin (2000)
Maingé, P.E.: A hybrid extragradient-viscosity method for monotone operators and fixed point problems. SIAM J. Control Optim. 47, 1499–1515 (2008)
Maingé, P.E., Moudafi, A.: Coupling viscosity methods with the extragradient algorithm for solving equilibrium problems. J. Nonl. Conv. Anal. 9, 283–294 (2008)
Mastroeni, G.: Gap functions for equilibrium problems. J. Glob. Optim. 27, 411–426 (2003)
Moudafi, A.: Proximal methods for a class of bilevel monotone equilibrium problems. J. Glob. Optim. 47, 287–292 (2010)
Noor, M.A.: Auxiliary principle technique for equilibrium problems. J. Optim. Theory Appl. 122, 371–386 (2004)
Santos, P., Scheimberg, S.: An inexact subgradient algorithm for equilibrium problems. Comput. Appl. Math. 30, 91–107 (2011)
Solodov, M.: An explicit descent method for bilevel convex optimization. J. Conv. Anal. 14, 227–237 (2007)
Tran, Q.D., Muu, L.D., Nguyen, V.H.: Extragradient algorithms extended to equilibrium problems. Optim. 57, 749–776 (2008)
Trujillo-Corteza, R., Zlobecb, S.: Bilevel convex programming models. Optim. 58, 1009–1028 (2009)
Vuong, P.T., Strodiot, J.J., Nguyen, V.H.: Projected viscosity subgradient methods for variational inequalities with equilibrium problem constraints in Hilbert spaces. J. Glob. Optim. 59, 173–190 (2014)
Xu, M.H., Li, M., Yang, C.C.: Neural networks for a class of bi-level variational inequalities. J. Glob. Optim. 44, 535–552 (2009)
Yao, Y., Marino, G., Muglia, L.: A modified Korpelevichś method convergent to the minimum-norm solution of a variational inequality. Optim. 63, 559–569 (2014)
Yamada, I., Ogura, N.: Hybrid steepest descent method for the variational inequality problem over the the fixed point set of certain quasi-nonexpansive mappings. Numer. Funct. Anal. Optim. 25, 619–655 (2004)
Zeng, L.C., Yao, J.C.: Strong convergence theorem by an extragradient method for fixed point problems and variational inequality problems. Taiwanese J. Math. 10, 1293–1303 (2006)
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This research is funded by the Vietnam National Foundation for Science and Technology Development (NAFOSTED) under Grant Number 101.02-2019.303.
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Anh, P.N., Tu, H.P. Subgradient projection methods extended to monotone bilevel equilibrium problems in Hilbert spaces. Numer Algor 86, 55–74 (2021). https://doi.org/10.1007/s11075-020-00878-w
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DOI: https://doi.org/10.1007/s11075-020-00878-w