Abstract
This paper presents a local convergence analysis of Broyden's class of rank-2 algorithms for solving unconstrained minimization problems,\(h(\bar x) = \min h(x)\),h ∈ C1(R n), assuming that the step-size ai in each iterationx i+1 =x i -α i H i ▽h(x i ) is determined by approximate line searches only. Many of these methods including the ones most often used in practice, converge locally at least with R-order,\(\tau \geqslant \sqrt[n]{2}\).
Similar content being viewed by others
References
C.G. Broyden, “Quasi-Newton methods and their application to function minimization”,Mathematics of Computation 21 (1967) 368–381.
C.G. Broyden, “The convergence of a class of double-rank minimization algorithms”, Parts 1 and 2,Journal of the Institute of Mathematics and its Applications 6 (1970) 76–90, 222–231.
C.G. Broyden, J.E. Dennis, Jr. and J.J. Mord, “On the local and superlinear convergence of Quasi-Newton methods”,Journal of the Institute of Mathematics and its Applications 12 (1973) 223–245.
W. Burmeister, “Die Konvergenzordnung des Fletcher-Powell Algorithmus”,Zeitschrift für Angewandte Mathematik und Mechanik 53 (1973) 696–699.
A. Cohen, “Rate of convergence of several conjugate gradient algorithms”,SIAM Journal on Numerical Analysis 9 (1972) 248–259.
W.C. Davidon, “Variable metric method for minimization”, Argonne National Laboratories rept. ANL-5990 (1959).
J.E. Dennis, Jr., “Toward a unified convergence theory for Newton-like methods”, in: L.B. Rall, ed.,Non-linear functional analysis and applications (Academic Press, New York, 1971).
J.E. Dennis, Jr., “On some methods based on Broyden's secant approximation to the Hessian”, in: F.A. Lootsma, ed.,Numerical methods for non-linear optimization (Academic Press, London, 1972).
J.E. Dennis, Jr. and J.J. More, “A characterization of superlinear convergence and its applications to Quasi-Newton methods”,Mathematics of Computation 28 (1974) 549–560.
L.C.W. Dixon, “Variable metric algorithms: necessary and sufficient conditions for identical behaviour on non-quadratic functions”,Journal of Optimization Theory and Applications 10 (1972) 34–40.
R. Fletcher and M.J.D. Powell, “A rapidly convergent descent method for minimization”,The Computer Journal 6 (1963) 163–168.
R. Fletcher, “A new approach to variable metric algorithms”,The Computer Journal 13 (1970) 317–322.
H.Y. Huang, “Unified approach to quadratically convergent algorithms for function minimization”,Journal of Optimization Theory and Applications 5 (1970) 405–423.
J.M. Ortega and W.C. Rheinboldt,Iterative solution of non-linear equations in several variables (Academic Press, New York, 1970).
M.J.D. Powell, “On the convergence of the variable metric algorithm”,Journal of the Institute of Mathematics and its Applications 7 (1971) 21–36.
M.J.D. Powell, “Some properties of the variable metric algorithm”, in: F.A. Lootsma, ed.,Numerical methods for non-linear optimization (Academic Press, London, 1972).
W.C. Rheinboldt and J.S. Vandergraft, “On the local convergence of update methods”, Tech. rept. TR 225, Computer Science Center, University of Maryland, College Park, Md. (1973).
G. Schuller, “On the order of convergence of certain Quasi-Newton methods”,Numerische Mathematik 23 (1974) 181–192.
G. Schuller and J. Steer,Über die Konvergenzordnung gewisser Rang-2 Verfahren zur Minimierung von Funktionen, International Series of Numerical Mathematics, Vol. 23 (Birkhäuser, Basel, 1974) pp. 125–147.
Author information
Authors and Affiliations
Rights and permissions
About this article
Cite this article
Stoer, J. On the convergence rate of imperfect minimization algorithms in Broyden'sβ-class. Mathematical Programming 9, 313–335 (1975). https://doi.org/10.1007/BF01681353
Received:
Revised:
Issue Date:
DOI: https://doi.org/10.1007/BF01681353