Abstract
In this paper, a projective-splitting method is proposed for finding a zero of the sum of \(n\) maximal monotone operators over a real Hilbert space \(\mathcal{H }\). Without the condition that either \(\mathcal{H }\) is finite dimensional or the sum of \(n\) operators is maximal monotone, we prove that the sequence generated by the proposed method is strongly convergent to an extended solution for the problem, which is closest to the initial point. The main results presented in this paper generalize and improve some recent results in this topic.
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References
Attouch, H., Théra, M.: A general duality principle for the sum of two operators. J. Convex Anal. 3, 1–44 (1996)
Bauschke, H.H.: A note on the paper by Eckstein and Svaiter on general projective splitting methods for sums of maximal monotone operators. SIAM J. Control Optim. 48, 2513–2515 (2009)
Combettes, P.L.: Iterative construction of the resolvent of a sum of maximal monotone operators. J. Convex Anal. 16, 727–748 (2009)
Dong, Y., Fischer, A.: A family of operator splitting methods revisited. Nonlinear Anal. 72, 4307–4315 (2010)
Eckstein, J., Bertseckas, D.P.: On the Douglas-Rachford splitting method and the proximal point algorithm for the maximal monotone operators. Math. Program. 55, 293–318 (1992)
Eckstein, J., Svaiter, B.F.: A family of projective splitting methods for the sum of two maximal monotone operators. Math. Program. Ser. B 111, 173–199 (2008)
Eckstein, J., Svaiter, B.F.: General projective splitting methods for the sums of maximal monotone operators. SIAM J. Control Optim. 48, 787–811 (2009)
Lions, P.L., Mercier, B.: Splitting algorithms for the sum of two nonlinear operators. SIAM J. Numer. Anal. 16, 964–979 (1979)
Mashreghi, J., Nasri, M.: Forcing strong convergence of Korpelevich’s method in Banach spaces with its applications in game theory. Nonlinear Anal. 72, 2086–2099 (2010)
Minty, G.J.: Monotone (nonlinear) operators in Hilbert space. Duke Math. J. 29, 341–346 (1962)
Moudafi, A.: On the regularization of the sum of two maximal monotone operators. Nonlinear Anal. 42, 1203–1208 (2000)
Moudafi, A., Oliny, M.: Convergence of a splitting inertial proximal method for monotone operators. J. Comput. Appl. Math. 155, 447–454 (2003)
Otero, R.G., Svaiter, B.F.: A strongly convergent hybrid proximal method in Banach spaces. J. Math. Anal. Appl. 289, 700–711 (2004)
Pennanen, T., Rockafellar, R.T., Théra, M.: Graphical convergence of sums of monotone mappings. Proc. Amer. Math. Soc. 130, 2261–2269 (2002)
Tang, G.J., Huang, N.J.: Strong convergence of a splitting proximal projection method for the sum of two maximal monotone operators. Oper. Res. Lett. 40, 332–336 (2012)
Svaiter, B.F.: Weak convergence on Douglas-Rachford method. SIAM J. Control Optim. 49, 280–287 (2011)
Solodov, M.V., Svaiter, B.F.: Forcing strong convergence of proximal point iterations in a Hilbert space. Math. Program. Ser. A 87, 189–202 (2000)
Rockafellar, R.T.: On the maximality of sums of nonlinear monotone operators. Trans. Amer. Math. Soc. 149, 75–88 (1970)
Rockafellar, R.T.: Monotone operators and the proximal point algorithm. SlAM J. Control Optim. 14, 877–898 (1976)
Wang, Y.J., Xiu, N.H., Zhang, J.Z.: Modified extragradient method for variational inequalities and verification of solution existence. J. Optim. Theory Appl. 119, 167–183 (2003)
Acknowledgments
This work was supported by the National Natural Science Foundation of China (10671135), the Doctoral Fund of Ministry of Education of China (20105134120002), the Application Foundation Fund of Sichuan Technology Department of China (2010JY0121), the Key of Chinese Ministry of Education (212147)
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Tang, Gj., Xia, Fq. Strong convergence of a splitting projection method for the sum of maximal monotone operators. Optim Lett 8, 1313–1324 (2014). https://doi.org/10.1007/s11590-013-0649-y
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DOI: https://doi.org/10.1007/s11590-013-0649-y