Abstract
Global Newton methods for computing solutions of nonlinear systems of equations have recently received a great deal of attention. By using the theory of generalized equations, a homotopy method is proposed to solve problems arising in complementarity and mathematical programming, as well as in variational inequalities. We introduce the concepts of generalized homotopies and regular values, characterize the solution sets of such generalized homotopies and prove, under boundary conditions similar to Smale’s [10], the existence of a homotopy path which contains an odd number of solutions to the problem. We related our homotopy path to the Newton method for generalized equations developed by Josephy [3]. An interpretation of our results for the nonlinear programming problem will be given.
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References
J. Alexander, T.-Y. Li and J. Yorke, “Piecewise smooth homotopies”, in: B.C. Eaves, F.J. Gould, H-O. Peitgen and M.J. Todd, eds,Homotopy methods and global convergence (Plenum Press, New York, 1983) pp. 1–14.
B.C. Eaves and H. Scarf, “The solution of systems of piecewise linear equations”,Mathematics of Operations Research 1 (1976) 1–31.
N.H. Josephy, “Newton’s method for generalized equations”, Technical Summary Report 1965, Mathematics Research Center, University of Wisconsin (Madison, WI, 1979).
H.B. Keller, “Global homotopies and Newton’s methods”, in: C. de Boor and G.H. Golub, eds.,Recent advances in numerical analysis (Academic Press, New York, 1978) pp. 73–94.
M. Lentini and A. Reinoza, “Piecewise nonlinear homotopies”, in: V. Pereyra and A. Reinoza, eds.,Numberical methods, Lecture Notes in Mathematics 1005 (Springer-Verlag, Berlin, 1982) pp. 162–169.
A. Reinoza and M. Lentini, “Nonlinear homotopies and generalized equations”, Technical Report 83-02, Departamento de Matemáticas y Ciencia de la Computación, Universidad Simón Bolívar (Caracas, 1983).
A. Reinoza, “Global behaviour of generalized equations: A Sard theorem”,SIAM Journal on Control and Optimization 21 (1983) 443–450.
S.M. Robinson, “Generalized equations and their solutions, Part I: Basic theory”,Mathematical Programming Study, 10 (1979) 128–141.
S.M. Robinson, “Strongly regular generalized equations”,Mathematics of Operations Research 5 (1980) 43–62.
S. Smale, “A convergent process of price adjustment and global Newton methods”,Journal of Mathematical Economics 3 (1976) 107–120.
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Reinoza, A. Solving generalized equations via homotopies. Mathematical Programming 31, 307–320 (1985). https://doi.org/10.1007/BF02591952
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DOI: https://doi.org/10.1007/BF02591952