Introduction to derivative-free optimization /
Andrew R. Conn, Katya Scheinberg, Luis N. Vicente
- 1 online resource (xii, 289 pages) : illustrations
- MPS-SIAM series on optimization ; 8 .
- MPS-SIAM series on optimization ; 8 .
Includes bibliographical references (pages 255-270) and index.
Introduction -- Sampling and linear models -- Interpolating nonlinear models -- Regression nonlinear models -- Underdetermined interpolating models -- Ensuring well poisedness and suitable derivative-free models -- Directional direct-search methods -- Simplicial direct-search methods -- Line-search methods based on simplex derivatives -- Trust-region methods based on derivative-free models -- Trust-region interpolation-based methods -- Review of surrogate model management -- Review of constrained and other extensions to derivative-free optimization.