Skip to main content
Log in

The BFGS method with exact line searches fails for non-convex objective functions

  • Published:
Mathematical Programming Submit manuscript

Abstract.

This work shows that the BFGS method and other methods in the Broyden class, with exact line searches, may fail for non-convex objective functions.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. Yu-Hong, D.: Convergence properties of the BFGS Algorithm. SIAM J. Optim 13(3), 693–701 (2002)

    Google Scholar 

  2. Dixon, L.C.W.: Quasi-Newton Algorithms Generate Identical Points. Math. Program. 2, 383–387 (1972)

    MATH  Google Scholar 

  3. Fletcher, R., Powell, M.J.D.: A rapidly convergent descent method for minimization. Comput. J. 6, 163–168 (1963)

    MATH  Google Scholar 

  4. Hörmander, L.: The Analysis of Linear Partial Differential Operators I, Springer Verlag, 1983

  5. Li, D., Fukushima, M.: On the Global Convergence of BFGS Method for Nonconvex Unconstrained Optimization. SIAM J. Optim. 11(4), 1054–1064 (2001)

    Article  MATH  Google Scholar 

  6. Nocedal, J.: Theory of algorithms for unconstrained optimization. Acta Numerica 199–242 (1992)

  7. Powell, M.J.D.: Nonconvex minimization calculations and the conjugate gradient method. In: D.F. Griffiths, ed., Numerical Analysis, Lecture Notes in Mathematics 1066, Springer Verlag, Berlin, 1984 pp. 122–141

  8. Powell, M.J.D.: On the convergence of the DFP Algorithm for unconstrained optimization when there are only two variables. Math. Program. Ser. B. 87, 281–301 (2000)

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Walter F. Mascarenhas.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Mascarenhas, W. The BFGS method with exact line searches fails for non-convex objective functions. Math. Program., Ser. A 99, 49–61 (2004). https://doi.org/10.1007/s10107-003-0421-7

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10107-003-0421-7

Keywords

Navigation