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A Tseng’s Type Penalty Scheme for Solving Inclusion Problems Involving Linearly Composed and Parallel-Sum Type Monotone Operators

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Abstract

In this paper we consider the inclusion problem involving a maximally monotone operator, a monotone and Lipschitz continuous operator, linear compositions of parallel-sum type monotone operators as well as the normal cone to the set of zeros of another monotone and Lipschitz continuous operator. We propose a forward–backward–forward type algorithm for solving it that assumes an individual evaluation of each operator. Weak ergodic convergence of the sequence of iterates generated by the algorithmic scheme is guaranteed under a condition formulated in terms of the Fitzpatrick function associated to one of the monotone and Lipschitz continuous operators. We also discuss how the proposed penalty scheme can be applied to convex minimization problems and present some numerical experiments in TV-based image inpainting.

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References

  1. Attouch, H., Czarnecki, M.-O.: Asymptotic behavior of coupled dynamical systems with multiscale aspects. J. Differ. Equ. 248, 1315–1344 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  2. Attouch, H., Czarnecki, M.-O., Peypouquet, J.: Prox-penalization and splitting methods for constrained variational problems. SIAM J. Optim. 21, 149–173 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  3. Attouch, H., Czarnecki, M.-O., Peypouquet, J.: Coupling forward-backward with penalty schemes and parallel splitting for constrained variational inequalities. SIAM J. Optim. 21, 1251–1274 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  4. Bauschke, H.H., Combettes, P.L.: Convex Analysis and Monotone Operator Theory in Hilbert Spaces. CMS Books in Mathematics. Springer, New York (2011)

    Book  MATH  Google Scholar 

  5. Bauschke, H.H., McLaren, D.A., Sendov, H.S.: Fitzpatrick functions: inequalities, examples and remarks on a problem by S. Fitzpatrick. J. Convex Anal. 13, 499–523 (2006)

    MathSciNet  MATH  Google Scholar 

  6. Borwein, J.M.: Maximal monotonicity via convex analysis. J. Convex Anal. 13, 561–586 (2006)

    MathSciNet  MATH  Google Scholar 

  7. Borwein, J.M., Vanderwerff, J.D.: Convex Functions: Constructions, Characterizations and Counterexamples. Cambridge University Press, Cambridge (2010)

    Book  Google Scholar 

  8. Boţ, R.I.: Conjugate Duality in Convex Optimization. Lecture Notes in Economics and Mathematical Systems, vol. 637. Springer, Berlin (2010)

    MATH  Google Scholar 

  9. Boţ, R.I., Csetnek, E.R.: An application of the bivariate inf-convolution formula to enlargements of monotone operators. Set-Valued Anal. 16, 983–997 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  10. Boţ, R.I., Csetnek, E.R.: Forward-Backward and Tseng’s type penalty schemes for monotone inclusion problems. arXiv:1306.0352 (2013)

  11. Boţ, R.I., Hendrich, C.: Convergence analysis for a primal-dual monotone + skew splitting algorithm with applications to total variation minimization. arXiv:1211.1706v1 [math.OC] (2012)

  12. Burachik, R.S., Svaiter, B.F.: Maximal monotone operators, convex functions and a special family of enlargements. Set-Valued Anal. 10, 297–316 (2002)

    Article  MathSciNet  MATH  Google Scholar 

  13. Chambolle, A.: An algorithm for total variation minimization and applications. J. Math. Imaging Vis. 20, 89–97 (2004)

    Article  MathSciNet  Google Scholar 

  14. Combettes, P.L., Pesquet, J.-C.: Primal-dual splitting algorithm for solving inclusions with mixtures of composite, Lipschitzian, and parallel-sum type monotone operators. Set-Valued Var. Anal. 20, 307–330 (2012)

    Article  MathSciNet  MATH  Google Scholar 

  15. Ekeland, I., Temam, R.: Convex Analysis and Variational Problems. North-Holland, Amsterdam (1976)

    MATH  Google Scholar 

  16. Fitzpatrick, S.: Representing monotone operators by convex functions. In: Workshop/Miniconference on Functional Analysis and Optimization, Canberra 1988. Proceedings of the Centre for Mathematical Analysis, vol. 20, pp. 59–65. Australian National University, Canberra (1988)

    Google Scholar 

  17. Noun, N., Peypouquet, J.: Forward–backward penalty scheme for constrained convex minimization without inf-compactness. J. Optim. Theory Appl. 158, 787–795 (2013)

    Article  MathSciNet  MATH  Google Scholar 

  18. Peypouquet, J.: Coupling the gradient method with a general exterior penalization scheme for convex minimization. J. Optim. Theory Appl. 153, 123–138 (2012)

    Article  MathSciNet  MATH  Google Scholar 

  19. Rockafellar, R.T.: On the maximal monotonicity of subdifferential mappings. Pac. J. Math. 33, 209–216 (1970)

    Article  MathSciNet  MATH  Google Scholar 

  20. Rockafellar, R.T.: On the maximality of sums of nonlinear monotone operators. Trans. Am. Math. Soc. 149, 75–88 (1970)

    Article  MathSciNet  MATH  Google Scholar 

  21. Simons, S.: From Hahn–Banach to Monotonicity. Springer, Berlin (2008)

    MATH  Google Scholar 

  22. Zălinescu, C.: Convex Analysis in General Vector Spaces. World Scientific, Singapore (2002)

    Book  MATH  Google Scholar 

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Acknowledgements

The authors are thankful to the anonymous reviewers for their recommendations which improved the quality of the paper.

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Correspondence to Radu Ioan Boţ.

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Dedicated to Professor Boris Mordukhovich on the occasion of his 65th birthday.

Research partially supported by DFG (German Research Foundation), project BO 2516/4-1.

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Boţ, R.I., Csetnek, E.R. A Tseng’s Type Penalty Scheme for Solving Inclusion Problems Involving Linearly Composed and Parallel-Sum Type Monotone Operators. Vietnam J. Math. 42, 451–465 (2014). https://doi.org/10.1007/s10013-013-0050-2

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  • DOI: https://doi.org/10.1007/s10013-013-0050-2

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