Abstract
We consider the effect of approximation on performance of quasi-Newton methods for infinite dimensional problems. In particular we study methods in which the approximation is refined at each iterate. We show how the local convergence behavior of the quasi-Newton method in the infinite dimensional setting is affected by the refinement strategy. Applications to boundary value problems and integral equations are considered.
Similar content being viewed by others
References
E.L. Allgower, K. Böhmer, F.A. Potra and W.C. Rheinboldt, “A mesh-independence principle for operator equations and their discretizations,”SIAM Journal on Numerical Analysis 23 (1986) 160–169.
C.G. Broyden, “A class of methods for solving simultaneous equations,”Mathematics of Computation 19 (1965) 577–593.
C.G. Broyden, “A new double-rank minimization algorithm,”AMS Notices 16 (1969) 670.
C.G. Broyden, “The convergence of single rank quasi-Newton methods,”Mathematics of Computation 24 (1970) 365–382.
C.G. Broyden, “The convergence of an algorithm for solving sparse nonlinear systems,”Mathematics of Computation 25 (1971) 285–294.
C.G. Broyden, J.E. Dennis and J.J. Moré, “On the local and superlinear convergence of quasi-Newton methods,”Journal of the Institute of Mathematics and its Applications 12 (1973) 223–246.
R.S. Dembo, S.C. Eisenstat and T. Steihaug, “Inexact Newton methods,”SIAM Journal on Numerical Analysis 19 (1982) 400–408.
J.E. Dennis and R.B. Schnabel,Numerical Methods for Nonlinear Equations and Unconstrained Optimization (Prentice-Hall, Englewood Cliffs, NJ, 1983).
J.E. Dennis and H.F. Walker, “Convergence theorems for least change secant update methods,”SIAM Journal on Numerical Analysis 3 (1981) 949–987.
J.E. Dennis and H.F. Walker, “Least-change sparse secant updates with inaccurate secant conditions,”SIAM Journal on Numerical Analysis 22 (1985) 760–778.
J.C. Dunn, “Diagonally modified conditional gradient methods for input constrained optimal control problems,”SIAM Journal on Control and Optimization 24 (1986) 1177–1191.
J.C. Dunn and E.W. Sachs, “The effect of perturbations on the convergence rates of optimization algorithms,”Applied Mathematics and Optimization 10 (1983) 143–147.
R. Fletcher, “A new approach to variable metric methods,”Computer Journal 13 (1970) 317–322.
Z. Fortuna, “Some convergence properties of the conjugate gradient method in Hilbert space,”SIAM Journal on Numerical Analysis 16 (1979) 380–384.
D. Goldfarb, “A family of variable metric methods derived by variational means,”Mathematics of Computation 24 (1970) 23–26.
A. Griewank, “The solution of boundary value problems by Broyden based secant methods,” in J. Noye and R. May, eds.,Computational Techniques and Applications: CTAC 85, Proceedings of CTAC, Melbourne, August 1985 (North-Holland, Amsterdam, 1986) pp. 309–321.
A. Griewank, “Rates of convergence for secant methods on nonlinear problems in Hilbert space,” in: J.P. Hennart, ed.,Springer Lecture Notes, Vol. 1230 (Springer, New York, 1987) pp. 138–157.
A. Griewank, “The local convergence of Broyden-like methods on Lipschitzian problems in Hilbert space,”SIAM Journal on Numerical Analysis 24 (1987) 684–705.
A. Griewank and P.L. Toint, “Partitioned variable metric methods for large structured optimization problems,”Numerische Mathematik 39 (1982) 119–137.
R.D. Grigorieff, “Über diskrete Approximationen nichtlinearer Gleichungen 1. Art.,”Mathematische Nachrichten 69 (1975) 253–272.
W. Hackbusch, “Multigrid methods of the second kind,” in: D.J. Paddon and H. Holstein, eds.,Multigrid Methods for Integral and Differential Equations (Oxford University Press, Oxford, 1985).
W.E. Hart and S.O.W. Soul, “Quasi-Newton methods for discretized nonlinear boundary problems,”Journal of the Institute of Applied Mathematics 11 (1973) 351–359.
P. Henrici,Discrete Variable Methods in Ordinary Differential Equations (Wiley, New York, 1962).
L.V. Kantorovich and G.P. Akilov,Functional Analysis in Normed Spaces (Pergamon, New York, 1964).
C.T. Kelley and J.I. Northrup, “Pointwise quasi-Newton methods and some applications,” in: F. Kappel, K. Kunisch and W. Schappacher, eds.,Distributed Parameter Systems (Springer, New York, 1987) pp. 167–180.
C.T. Kelley and J.I. Northrup, “A pointwise quasi-Newton method for integral equations,”SIAM Journal on Numerical Analysis 25 (1988) 1138–1155.
C.T. Kelley and E.W. Sachs, “Broyden's method for approximate solution of nonlinear integral equations,”Journal of Integral Equations (1985) 25–44.
C.T. Kelley and E.W. Sachs, “A quasi-Newton method for elliptic boundary value problems,SIAM Journal on Numerical Analysis 24 (1987) 516–531.
C.T. Kelley and E.W. Sachs, “Quasi-Newton methods and optimal control problems,”SIAM Journal on Control and Optimization 25 (1987) 1503–1517.
C.T. Kelley and E.W. Sachs, “A pointwise quasi-Newton method for unconstrained optimal control problems,”Numerische Mathematik 55 (1989) 159–176.
R. Klessig and E. Polak, “An adaptive precision gradient method for optimal control,”SIAM Journal on Control 11 (1973) 80–95.
E.S. Marwil, “Convergence results for Schubert's method for solving sparse nonlinear equations,”SIAM Journal on Numerical Analysis 16 (1979) 588–604.
E. Sachs, “Broyden's method in Hilbert space,”Mathematical Programming 35 (1986) 71–82.
E.W. Sachs, “Rates of convergence for adaptive Newton methods,”Journal of Optimization Theory and Applications 48 (1986) 175–190.
K. Schittkowski, “An adaptive precision method for nonlinear optimization problems,”SIAM Journal on Control 17 (1979) 82–98.
L.K. Schubert, “Modification on a quasi-Newton method for nonlinear equations with sparse Jacobian,”Mathematics of Computation 24 (1970) 27–30.
D.F. Shanno, “Conditioning of quasi-Newton methods for function minimization,”Mathematics of Computation 24 (1970) 647–657.
A.H. Sherman, “On Newton-iterative methods for the solution of systems of nonlinear equations,”SIAM Journal on Numerical Analysis 15 (1978) 755–776.
J. Stoer, “Two examples on the convergence of certain rank-2 minimization methods for quadratic functionals in Hilbert space,”Linear Algebra and Applications 28 (1984) 37–52.
F. Stummel, “Diskrete Konvergenz linearer Operatoren,”Mathematische Annalen 190 (1979) 45–92.
R.A. Tapia, “Diagonalized multiplier methods and quasi-Newton methods for constrained optimization,”Journal of Optimization Theory and Applications 22 (1977) 135–194.
Ph.L. Toint, “On the superlinear convergence of an algorithm for solving a sparse minimization problem,”SIAM Journal on Numerical Analysis 16 (1979) 1036–1045.
Author information
Authors and Affiliations
Additional information
The research of this author was supported by NSF grant DMS-8601139 and AFOSR grant AFOSR-ISSA-860074.
Rights and permissions
About this article
Cite this article
Kelley, C.T., Sachs, E.W. Approximate quasi-Newton methods. Mathematical Programming 48, 41–70 (1990). https://doi.org/10.1007/BF01582251
Issue Date:
DOI: https://doi.org/10.1007/BF01582251