Abstract
In this paper we present several representation theorems and averaging theorems for members of the difference class of secant updates introduced by Brodlie et al. (J Inst Math Appl 11:73–82, 1973). Major contributions are that the integral form of the mean-value theorem leads to a proof that the BFGS update is pointwise the infinite average of all the updates on the one-dimension manifold in the Dennis class that connects the DFP secant update to the Greenstadt update, and that it can be expressed as the pointwise average of these latter two updates. Analogous results hold for all secant updates that belong to the difference class. These results contribute new understanding of the structural properties of the highly popular BFGS secant update and other updates from the difference class.
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Acknowledgments
The author, quite belatedly, thanks David Gay and Bobby Schnabel for copies of their unpublished papers that introduced this so-called area of representation and averaging theory for secant updates and motivated the present work. He thanks two referees, the associate editor, and the editor for generous efforts leading to recommendations that much improved the presentation. He thanks one of the referees for strong encouragement to construct Theorem 6. It was not present in the original version of the paper.
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This work was supported in part by funds associated with the Maxfield-Oshman Chair in Engineering at Rice University.
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Tapia, R. On averaging and representation properties of the BFGS and related secant updates. Math. Program. 153, 363–380 (2015). https://doi.org/10.1007/s10107-014-0807-8
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DOI: https://doi.org/10.1007/s10107-014-0807-8
Keywords
- Newton’s method
- Secant methods
- Quasi-Newton methods
- BFGS method
- Schnabel class
- Dennis class
- Symmetric rank-2 updates