The Resource Introduction to derivative-free optimization, Andrew R. Conn, Katya Scheinberg, Luis N. Vicente, (electronic resource)

Introduction to derivative-free optimization, Andrew R. Conn, Katya Scheinberg, Luis N. Vicente, (electronic resource)

Label
Introduction to derivative-free optimization
Title
Introduction to derivative-free optimization
Statement of responsibility
Andrew R. Conn, Katya Scheinberg, Luis N. Vicente
Creator
Contributor
Publisher
Subject
Language
eng
Summary
The absence of derivatives, often combined with the presence of noise or lack of smoothness, is a major challenge for optimisation. This book explains how sampling and model techniques are used in derivative-free methods and how these methods are designed to efficiently and rigorously solve optimisation problems
Member of
Cataloging source
CaBNvSL
http://library.link/vocab/creatorName
Conn, A. R.
Illustrations
illustrations
Index
index present
LC call number
TA342
LC item number
.C67 2009eb
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
  • Scheinberg, Katya
  • Vicente, Luis N
  • Society for Industrial and Applied Mathematics
Series statement
MPS-SIAM series on optimization
Series volume
8
http://library.link/vocab/subjectName
  • Mathematical models
  • Mathematical optimization
  • Engineering mathematics
  • Industrial engineering
  • Search theory
  • Nonlinear theories
Target audience
  • adult
  • specialized
Label
Introduction to derivative-free optimization, Andrew R. Conn, Katya Scheinberg, Luis N. Vicente, (electronic resource)
Instantiates
Publication
Bibliography note
Includes bibliographical references (p. 255-270) and index
Color
black and white
Contents
1. Introduction -- 2. Sampling and linear models -- 3. Interpolating nonlinear models -- 4. Regression nonlinear models -- 5. Underdetermined interpolating models -- 6. Ensuring well poisedness and suitable derivative-free models -- 7. Directional direct-search methods -- 8. Simplicial direct-search methods -- 9. Line-search methods based on simplex derivatives -- 10. Trust-region methods based on derivative-free models -- 11. Trust-region interpolation-based methods -- 12. Review of surrogate model management -- 13. Review of constrained and other extensions to derivative-free optimization
Dimensions
unknown
Extent
1 online resource (xii, 277 p. : ill.)
File format
multiple file formats
Form of item
online
Isbn
9780898718768
Other control number
MP08
Reformatting quality
access
Specific material designation
remote
System control number
  • (CaBNvSL)gtp00544374
  • (SIAM)9780898718768
Label
Introduction to derivative-free optimization, Andrew R. Conn, Katya Scheinberg, Luis N. Vicente, (electronic resource)
Publication
Bibliography note
Includes bibliographical references (p. 255-270) and index
Color
black and white
Contents
1. Introduction -- 2. Sampling and linear models -- 3. Interpolating nonlinear models -- 4. Regression nonlinear models -- 5. Underdetermined interpolating models -- 6. Ensuring well poisedness and suitable derivative-free models -- 7. Directional direct-search methods -- 8. Simplicial direct-search methods -- 9. Line-search methods based on simplex derivatives -- 10. Trust-region methods based on derivative-free models -- 11. Trust-region interpolation-based methods -- 12. Review of surrogate model management -- 13. Review of constrained and other extensions to derivative-free optimization
Dimensions
unknown
Extent
1 online resource (xii, 277 p. : ill.)
File format
multiple file formats
Form of item
online
Isbn
9780898718768
Other control number
MP08
Reformatting quality
access
Specific material designation
remote
System control number
  • (CaBNvSL)gtp00544374
  • (SIAM)9780898718768

Library Locations

  • African Studies LibraryBorrow it
    771 Commonwealth Avenue, 6th Floor, Boston, MA, 02215, US
    42.350723 -71.108227
  • Alumni Medical LibraryBorrow it
    72 East Concord Street, Boston, MA, 02118, US
    42.336388 -71.072393
  • Astronomy LibraryBorrow it
    725 Commonwealth Avenue, 6th Floor, Boston, MA, 02445, US
    42.350259 -71.105717
  • Fineman and Pappas Law LibrariesBorrow it
    765 Commonwealth Avenue, Boston, MA, 02215, US
    42.350979 -71.107023
  • Frederick S. Pardee Management LibraryBorrow it
    595 Commonwealth Avenue, Boston, MA, 02215, US
    42.349626 -71.099547
  • Howard Gotlieb Archival Research CenterBorrow it
    771 Commonwealth Avenue, 5th Floor, Boston, MA, 02215, US
    42.350723 -71.108227
  • Mugar Memorial LibraryBorrow it
    771 Commonwealth Avenue, Boston, MA, 02215, US
    42.350723 -71.108227
  • Music LibraryBorrow it
    771 Commonwealth Avenue, 2nd Floor, Boston, MA, 02215, US
    42.350723 -71.108227
  • Pikering Educational Resources LibraryBorrow it
    2 Silber Way, Boston, MA, 02215, US
    42.349804 -71.101425
  • School of Theology LibraryBorrow it
    745 Commonwealth Avenue, 2nd Floor, Boston, MA, 02215, US
    42.350494 -71.107235
  • Science & Engineering LibraryBorrow it
    38 Cummington Mall, Boston, MA, 02215, US
    42.348472 -71.102257
  • Stone Science LibraryBorrow it
    675 Commonwealth Avenue, Boston, MA, 02445, US
    42.350103 -71.103784
Processing Feedback ...