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Convergence of Pham Dinh–Le Thi’s algorithm for the trust-region subproblem

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Abstract

It is proved that any DCA sequence constructed by Pham Dinh–Le Thi’s algorithm for the trust-region subproblem (Pham Dinh and Le Thi, in SIAM J. Optim. 8:476–505, 1998) converges to a Karush–Kuhn–Tucker point of the problem. This result provides a complete solution for one open question raised by Le Thi et al. (J. Global Optim., Online First, doi:10.1007/s10898-011-9696-z, 2010).

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References

  1. Conn A.R., Gould N.I.M., Toint P.L.: Trust-Region Methods. MPS-SIAM Series on Optimization, Philadelphia (2000)

    Book  Google Scholar 

  2. Exler O., Schittkowski K.: A trust region SQP algorithm for mixed-integer nonlinear programming. Optim. Lett. 1, 269–280 (2007)

    Article  Google Scholar 

  3. Gay D.M.: Computing optimal locally constrained steps. SIAM J. Sci. Stat. Comput. 2, 186–197 (1981)

    Article  Google Scholar 

  4. Jeyakumar V., Srisatkunarajah S.: Lagrange multiplier necessary conditions for global optimality for non-convex minimization over a quadratic constraint via S-lemma. Optim. Lett. 3, 23–33 (2009)

    Article  Google Scholar 

  5. Lee, G.M., Tam, N.N., Yen, N.D.: Quadratic Programming and Affine Variational Inequalities: A Qualitative Study, Series: “Nonconvex Optimization and its Applications”, vol. 78. Springer, Berlin (2005)

  6. Le Thi H.A., Pham Dinh T.: A branch-and-bound method via DC optimization and ellipsoidal technique for box constrained nonconvex quadratic programming problems. J. Global Optim. 13, 171–206 (1998)

    Article  Google Scholar 

  7. Le Thi, H.A., Pham Dinh, T., Yen, N.D.: Behavior of DCA sequences for solving the trust-region subproblem. J. Global Optim. Online First. doi:10.1007/s10898-011-9696-z (2010)

  8. Lucidi S., Palagi L., Roma M.: On some properties of quadratic programs with a convex quadratic constraint. SIAM J. Optim. 8, 105–122 (1998)

    Article  Google Scholar 

  9. Martinez J.M.: Local minimizers of quadratic functions on Euclidean balls and spheres. SIAM J. Optim. 4, 159–176 (1994)

    Article  Google Scholar 

  10. Moré J.J., Sorensen D.C.: Computing a trust region step. SIAM J. Sci. Stat. Comput. 4, 553–572 (1983)

    Article  Google Scholar 

  11. Pham Dinh T., Le Thi H.A.: Lagrangian stability and global optimality on nonconvex quadratic minimization over Euclidean balls and spheres. J. Convex Anal. 2, 263–276 (1995)

    Google Scholar 

  12. Pham Dinh T., Le Thi H.A.: Convex analysis approach to D.C. programming: theory, algorithms and applications. Acta Math. Vietnam. 22, 289–355 (1997)

    Google Scholar 

  13. Pham Dinh T., Le Thi H.A.: A d.c. optimization algorithm for solving the trust-region subproblem. SIAM J. Optim. 8, 476–505 (1998)

    Article  Google Scholar 

  14. Pardalos, P.M. (ed.): Complexity in Numerical Optimization. World Scientific, River Edge (1993)

    Google Scholar 

  15. Pardalos P.M., Resende M.G.C.: Interior point methods for global optimization problems. In: Terlaky, T. (ed.) Interior Point Methods of Mathematical Programming, pp. 467–500. Kluwer Academic Publishers, Dordrecht (1996)

    Chapter  Google Scholar 

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Correspondence to Nguyen Dong Yen.

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Tuan, H.N., Yen, N.D. Convergence of Pham Dinh–Le Thi’s algorithm for the trust-region subproblem. J Glob Optim 55, 337–347 (2013). https://doi.org/10.1007/s10898-011-9820-0

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