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Long vectors for quasi-Newton updates
Authors:Albert G Buckley
Institution:(1) Department of Mathematics, Statistics and Computing Science, Dalhousie University, B3H 3J5 Halifax, N.S., Canada
Abstract:This work concerns the derivation of formulae for updating quasi-Newton matrices used in algorithms for computing approximate minima of smooth unconstrained functions. The paper concentrates strictly on the techniques used to derive update formulae. It demonstrates a technique in which problems of finding matrices in ℝ n ×n of minimum Frobenius norm are converted to equivalent problems, using vector representations in ℝ n2 and ℝ n(n+1)/2 of these matrices, and then solvingl 2-minimization problems. These problems are more directly dealt with, and indeed, the paper demonstrates how this technique may be used to handle weighted sparse updates.
Keywords:Quasi-Newton updates  long vectors  direct products            l          2-minimization
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