Updating of conjugate direction matrices using members of Broyden’s family

Updating of conjugate direction matrices using members of Broyden’s family

0.00 Avg rating0 Votes
Article ID: iaor19941957
Country: Netherlands
Volume: 60
Issue: 2
Start Page Number: 167
End Page Number: 185
Publication Date: Jun 1993
Journal: Mathematical Programming (Series A)
Authors:
Abstract:

Many iterative algorithms for optimization calculations use a second derivative approximation, B say, in order to calculate the search direction d=¸-B’-1∇f(x). In order to avoid inverting B the paper works with matrices Z, whose columns satisfy the conjugacy relations ZTBZ=1. It presents an update of Z that is compatible with members of the Broyden family that generate positive definite second derivative approximations. The algorithm requires only 3n2+O(n) flops for the update of Z and the calculation of d. The columns of the resultant Z matrices have interesting conjugacy and orthogonality properties with respect to previous second derivative approximations and function gradients, respectively. The update also provides a simple proof of Dixon’s theorem. For the BFGS method the paper adapts the algorithm in order to obtain a null space method for linearly constrained calculations.

Reviews

Required fields are marked *. Your email address will not be published.