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Solving inverse Pareto eigenvalue problems

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Abstract

We compare in this note a variety of methods for solving inverse Pareto eigenvalue problems which are aimed at constructing matrices whose Pareto spectrum contains a prescribed set of distinct reals. We choose to deal with such problems by first formulating them as nonlinear systems of equations which can be smooth or nonsmooth, depending on the chosen approach, and subsequently adopt Newton type methods to solve the corresponding systems. Our smooth approach includes the Squaring Trick (ST) and the so-called Mehrotra Predictor Corrector Method (MPCM), adapted in this context to inverse Pareto eigenvalue complementarity problems. For the nonsmooth approach, we consider the Lattice Projection Method (LPM), and two other nonsmooth methods using complementarity function techniques, namely \(\text {SNM}_{\text {FB}}\) and \(\text {SNM}_{\text {min}}\) (with Fischer-Burmeister and minimum complementarity functions respectively). We compare the five methods using the performance profiles (Dolan, Moré), where the average number of iterations and the percentage of failures are the performance measures. Numerical tests show that among the methods considered, \(\text {SNM}_{\text {FB}}\) performs the best in terms of the number of failures whereas LPM surpasses all other methods with respect to the number of iterations. Finally, we point out possible extensions of the discussed methods to the inverse quadratic pencil eigenvalue complementarity problem.

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References

  1. Adly, S., Rammal, H.: A new method for solving Pareto eigenvalue complementarity problems. Comput. Optim. Appl. 55, 703–731 (2013)

    Article  MathSciNet  MATH  Google Scholar 

  2. Adly, S., Rammal, H.: New method for solving second-order cone Eigenvalue complementarity problems. J. Optim. Theory Appl. 165, 563–585 (2015)

    Article  MathSciNet  MATH  Google Scholar 

  3. Adly, S., Seeger, A.: A nonsmooth algorithm for cone-constrained eigenvalue problems. Comput. Optim. Appl. 49, 299–318 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  4. Adly, S., Haddou, M., Le, M. H.: Interior point methods for solving Pareto eigenvalue complementarity problems. arXiv: hal-0318.4766v2

  5. Brás, C.P., Júdice, J.J., Sherali, H.D.: On the solution of the inverse eigenvalue complementarity problem. J. Optim. Theory Appl. 162, 88–106 (2014)

    Article  MathSciNet  MATH  Google Scholar 

  6. Clarke, F.H.: Optimization and Nonsmooth Analysis. Wiley, New York; Reprinted by 1990. SIAM, Philadelphia (1983)

  7. Dolan, E.D., Moré, J.J.: Benchmarking optimization software with performance profiles. Math. Program. 91, 201–213 (2002)

    Article  MathSciNet  MATH  Google Scholar 

  8. Fischer, A.: A special Newton-type optimization method. Optimization 24, 269–284 (1992)

    Article  MathSciNet  MATH  Google Scholar 

  9. Gajardo, P., Seeger, A.: Reconstructing a matrix from a partial sampling of Pareto eigenvalues. Comput. Optim. Appl. 51, 1119–1135 (2012)

    Article  MathSciNet  MATH  Google Scholar 

  10. He, J.S., Li, C., Wang, J.H.: Newton’s method for underdetermined systems of equations under the \(\gamma\)-condition. Numer. Funct. Anal. Optim. 28, 663–679 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  11. Iusem Alfredo, N., Júdice Joaquim, J., Sessa, V., Sarabando, P.: Splitting methods for the Eigenvalue complementarity problem. Optim. Methods Softw. 34, 1184–1212 (2019)

    Article  MathSciNet  MATH  Google Scholar 

  12. Júdice, J.J., Raydan, M., Rosa, S.S., Santos, S.A.: On the solution of the symmetric Eigenvalue complementarity problem by the spectral projected gradient algorithm. Numer. Algorithms 47, 391–407 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  13. Júdice, J.J., Sherali, H.D., Ribeiro, I.M.: The Eigenvalue complementarity problem. Comput. Appl. 37, 139–156 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  14. Júdice, J.J., Sherali, H.D., Ribeiro, I.M., Rosa, S.S.: On the asymmetric Eigenvalue complementarity problem. Optim. Methods Softw. 24, 549–568 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  15. Le Thi, H.A., Moeini, M., Pham Dinh, T., et al.: A DC programming approach for solving the symmetric Eigenvalue complementarity problem. Comput. Optim. Appl. 51, 1097–1117 (2012)

    Article  MathSciNet  MATH  Google Scholar 

  16. Ling, C., He, H., Qi, L.: On the cone eigenvalue complementarity problem for higher-order tensors. Comput. Optim. Appl. 63, 143–168 (2016)

    Article  MathSciNet  MATH  Google Scholar 

  17. Martins, J.A.C., Barbarin, S., Raous, M., Pinto da Costa, A.: Dynamic stability of finite dimensional linearly elastic systems with unilateral contact and Coulomb friction. Comput. Methods Appl. Mech. Eng. 177, 289–328 (1999)

    Article  MathSciNet  MATH  Google Scholar 

  18. Martins, J.A.C., Pinto da Costa, A.: Stability of finite-dimensional nonlinear elastic systems with unilateral contact and friction. Int. J. Solids Struct. 37, 2519–2564 (2000)

    Article  MathSciNet  MATH  Google Scholar 

  19. Martins, J.A.C., Pinto da Costa, A.: Bifurcations and instabilities in frictional contact problems: theoretical relations, computational methods and numerical results. In: European Congress on Computational Methods in Applied Sciences and Engineering: ECCOMAS (2004)

  20. Martins, J.A.C., Pinto da Costa, A.: Computation of bifurcations and instabilities in some frictional contact problems. In: European Conference on Computational Mechanics: ECCM (2001)

  21. Martins, J.A.C., Pinto da Costa, A., Figueiredo, I.N., Júdice, J.J.: The directional instability problem in systems with frictional contacts. Comput. Methods Appl. Mech. Eng. 193, 357–384 (2004)

    Article  MathSciNet  MATH  Google Scholar 

  22. Mehrotra, S.: On the implementation of a primal-dual interior point method. SIAM J. Optim. 2, 575–601 (1992)

    Article  MathSciNet  MATH  Google Scholar 

  23. Mifflin, R.: Semismooth and semiconvex functions in constrained optimization. SIAM J. Control. Optim. 15, 957–972 (1977)

    Article  MathSciNet  MATH  Google Scholar 

  24. Niu, Y.S., Pham Dinh, T., Le Thi, H.A., Júdice, J.J.: Efficient DC programming approaches for the asymmetric eigenvalue complementarity problem. Optim. Methods Softw. 28, 812–829 (2013)

    Article  MathSciNet  MATH  Google Scholar 

  25. Pang, J.S., Facchinei, F.: Finite-Dimensional Variational Inequalities and Complementarity Problems. Operations Research, vol. 2. Springer, New York (2003)

  26. Pinto da Costa, A., Figueiredo, I., Júdice, J., Martins, J.: A complementarity eigenproblem in the stability analysis of nitedimensional elastic systems with frictional contact. In: Ferris, M., Pang, J.S., Mangasarian, O. (eds.) Complementarity: Applications, Algorithms and Extensions, pp. 67–83. Kluwer, New York (2001)

    Chapter  MATH  Google Scholar 

  27. Pinto da Costa, A., Seeger, A.: Cone-constrained eigenvalue problems: theory and algorithms. Comput. Optim. Appl. 45, 25–57 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  28. Qi, L., Sun, J.: A nonsmooth version of Newton’s method. Math. Program. 58, 353–367 (1993)

    Article  MathSciNet  MATH  Google Scholar 

  29. Queiroz, M., Júdice, J.J., Humes, C.: The symmetric eigenvalue complementarity problem. Math. Comput. 73, 1849–1863 (2003)

    Article  MathSciNet  MATH  Google Scholar 

  30. Seeger, A., Vicente-Pérez, J.: On cardinality of Pareto spectra. Electron. J. Linear Algebra 22, 758–766 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  31. Seeger, A., Vicente-Pérez, J.: Inverse eigenvalue problems for linear complementarity systems. Linear Algebra App. 435, 3029–3044 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  32. Walker, H.F., Watson, L.T.: Least-change secant update methods for underdetermined systems. SIAM J. Numer. Anal. 27, 1227–1262 (1990)

    Article  MathSciNet  MATH  Google Scholar 

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Correspondence to Samir Adly.

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Adly, S., Le, M.H. Solving inverse Pareto eigenvalue problems. Optim Lett 17, 829–849 (2023). https://doi.org/10.1007/s11590-022-01954-x

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