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A unified approach to the implementation of several restart fixed point algorithms and a new variable dimension algorithm

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Abstract

We present a unified description of a class of restart fixed point algorithms including Merrill's method and several variable dimension algorithms for their implementation on computers. Based on this description we show that some pivot-saving techniques originally developed for the homotopy methods can be applied to the class. We also propose a new variable dimension algorithm having 3n-1 rays along which we can move toward a solution. Some numerical comparisons of the simplicial restart algorithms, Merrill's method, the 2n-method, the octahedral method and the new one, support that the latter two methods are more efficient than the others.

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References

  1. J.C. Alexander, “The topological theory of an embedding method”, in: H. Wacker, ed.,Continuation methods (Academic Press, New York, 1978) pp. 36–67.

    Google Scholar 

  2. E. Allgower and K. Georg, “Simplicial and continuation methods for approximating fixed points and solutions to systems of equations”,SIAM Review 22 (1980) 28–85.

    Article  MATH  MathSciNet  Google Scholar 

  3. E. Allgower and C.L. Keller, “A search routine for a Sperner simplex”,Computing 8 (1971) 157–165.

    Article  MATH  MathSciNet  Google Scholar 

  4. L.C.W. Dixon, “Conjugate directions without linear searches”,Journal of the Institute of Mathematics and Its Applications 11 (1973) 317–328.

    Article  MATH  MathSciNet  Google Scholar 

  5. R.M. Freund, “Variable-dimension complexes with applications”, Ph.D. Dissertation, Stanford University, (Stanford, CA, 1980).

    Google Scholar 

  6. K. Georg, “On tracing an implicitly defined curve by quasi-Newton steps and calculating bifurcation by local perturbations”, University of Bonn (Bonn, 1980).

    Google Scholar 

  7. M. Kojima, “A note on ‘A new algorithm for computing fixed points’ by van der Laan and Talman”, in: W. Forster, ed.,Numerical solution of highly nonlinear problems, fixed point algorithms and complementarity problems (North-Holland, New York, 1980) pp. 37–42.

    Google Scholar 

  8. M. Kojima, “An introduction to variable dimension algorithms for solving systems of equations”, in: E.L. Allgower, K. Glashoff and H.-O. Peitgen, eds.Numerical solution of nonlinear equations, Lecture Notes in Mathematics 878 (Springer, Berlin, 1980) pp. 199–237.

    Chapter  Google Scholar 

  9. M. Kojima and Y. Yamamoto, “Variable dimension algorithms, Part II: Some new algorithms and triangulations with continuous refinement of mesh size”, Research Reports on Information Sciences B-82, Department of Information Sciences, Tokyo Institute of Technology (Tokyo, 1980).

    Google Scholar 

  10. M. Kojima and Y. Yamamoto, “Variable dimension algorithms: Basic theory, interpretations and extensions of some existing methods”,Mathematical Programming 24 (1982) 177–215.

    Article  MATH  MathSciNet  Google Scholar 

  11. H.W. Kuhn, “Approximate search for fixed points”, in:Computing methods in optimization problems 2 (Academic Press, New York, 1969).

    Google Scholar 

  12. G. van der Laan, “Simplicial fixed point algorithms”, Ph.D. Dissertation, Free University (Amsterdam, 1980).

    MATH  Google Scholar 

  13. G. van der Laan and A.J.J. Talman, “On the computation of fixed points in the product space of the unit simplices and an application to noncooperativen-person games”, Free University (Amsterdam, 1978).

    Google Scholar 

  14. G. van der Laan and A.J.J. Talman, “A restart algorithm for computing fixed point without extra dimension”,Mathematical Programming 17 (1979) 74–84.

    Article  MATH  MathSciNet  Google Scholar 

  15. G. van der Laan and A.J.J. Talman, “A restart algorithm without an artificial level for computing fixed points on unbounded regions”, in: H.-O. Peitgen and H.-O. Walther, eds.,Functional differential equations and approximation of fixed points, Lecture Notes in Mathematics 730 (Springer, Berlin, 1979) pp. 247–256.

    Chapter  Google Scholar 

  16. G. van der Laan and A.J.J. Talman, “Convergence and properties of recent variable dimension algorithms”, in: W. Forster, ed.,Numerical solution of highly nonlinear problems, fixed point algorithms and complementarity problems (North-Holland, New York, 1980) pp. 3–36.

    Google Scholar 

  17. G. van der Laan and A.J.J. Talman, “A class of simplicial restart fixed point algorithms without an extra dimension”,Mathematical Programming 20 (1981) 33–48.

    Article  MATH  MathSciNet  Google Scholar 

  18. G. van der Laan and A.J.J. Talman, “Simplicial algorithms for finding stationary points, a unifying description”, Free University (Amsterdam, 1982).

    Google Scholar 

  19. T.Y. Li and J.A. Yorke, “A simple reliable numerical algorithm for following homotopy paths”, in: S.M. Robinson, ed.,Analysis and computation of fixed points (Academic Press, New York, 1980) pp. 73–91.

    Google Scholar 

  20. O.H. Merrill, “Applications and extensions of an algorithm that computes fixed points of a certain upper semicontinuous point to set mapping”, Ph.D. Dissertation, University of Michigan (MI, 1972).

    Google Scholar 

  21. R.M. Reiser, “A modified integer labelling for complementarity algorithms”,Mathematical Programming 6 (1981) 129–139.

    MATH  MathSciNet  Google Scholar 

  22. R. Saigal, “A homotopy for solving large, sparse and structured fixed point problems”, Northwestern University (Evanston, IL, 1981).

    Google Scholar 

  23. L.S. Shapley, “On balanced games without side payments”, in: T.C. Hu and S.M. Robinson, eds.,Mathematical Programming (Academic Press, New York, 1973) pp. 261–290.

    Google Scholar 

  24. A.J.J. Talman, “Variable dimension fixed point algorithms and triangulations”, Ph.D. Dissertation, Free University (Amsterdam, 1980).

    MATH  Google Scholar 

  25. M.J. Todd,The computation of fixed points and applications, Lecture Notes in Economics and Mathematical Systems (Springer, New York, 1976).

    MATH  Google Scholar 

  26. M.J. Todd, “Fixed-point algorithms that allow restarting without an extra dimension”, Technical Report No. 379, School of Operations Research and Industrial Engineering, Cornell University (Ithaca, NY, 1978).

    Google Scholar 

  27. M.J. Todd, “Traversing large pieces of linearity in algorithms that solve equations by following piecewise-linear paths”,Mathematics of Operations Research 5 (1980) 242–257.

    Article  MATH  MathSciNet  Google Scholar 

  28. M.J. Todd, “Exploiting structure in piecewise-linear homotopy algorithms for solving equations”,Mathematical Programming 18 (1980) 233–247.

    Article  MATH  MathSciNet  Google Scholar 

  29. M.J. Todd, “Numerical stability and sparsity in piecewise-linear algorithms”, in: S.M. Robinson, ed.,Analysis and computation of fixed points (Academic Press, New York, 1980) pp. 1–24.

    Google Scholar 

  30. M.J. Todd, “Global and local convergence and monotonicity results for a recent variable dimension simplicial algorithm”, in: W. Forster, ed.,Numerical solution of highly nonlinear problems, fixed point algorithms and complementarity problems (North-Holland, New York, 1980) pp. 43–69.

    Google Scholar 

  31. M.J. Todd, “Piecewise-linear homotopy algorithms for sparse systems of nonlinear equations”, Technical Report No. 527, School of Operations Research and Industrial Engineering, Cornell University, Ithaca, NY, 1981).

    Google Scholar 

  32. M.J. Todd and A.H. Wright, “A variable-dimension simplicial algorithm for antipodal fixed-point theorems”,Numerical Functional Analysis and Optimization 2 (1980) 155–186.

    MATH  MathSciNet  Google Scholar 

  33. A.H. Wright, “The octahedral algorithm, a new simplicial fixed point algorithm”,Mathematical Programming 21 (1981) 47–69.

    Article  MATH  MathSciNet  Google Scholar 

  34. Y. Yamamoto, “A new variable dimension algorithm for the fixed point problem”,Mathematical Programming 25 (1983) 329–342.

    Article  MATH  MathSciNet  Google Scholar 

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Kojima, M., Yamamoto, Y. A unified approach to the implementation of several restart fixed point algorithms and a new variable dimension algorithm. Mathematical Programming 28, 288–328 (1984). https://doi.org/10.1007/BF02612336

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  • DOI: https://doi.org/10.1007/BF02612336

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