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The Resource Exact and approximate modeling of linear systems : a behavioral approach, Ivan Markovsky ... [et al.], (electronic resource)

Exact and approximate modeling of linear systems : a behavioral approach, Ivan Markovsky ... [et al.], (electronic resource)

Label
Exact and approximate modeling of linear systems : a behavioral approach
Title
Exact and approximate modeling of linear systems
Title remainder
a behavioral approach
Statement of responsibility
Ivan Markovsky ... [et al.]
Contributor
Subject
Language
eng
Summary
This title elegantly introduces the behavioral approach to mathematical modeling, an approach that requires models to be viewed as sets of possible outcomes rather than to be a priori bound to particular representations. The authors discuss exact and approximate fitting of data by linear, bilinear, and quadratic static models and linear dynamic models, a formulation that enables readers to select the most suitable representation for a particular purpose. This book presents exact subspace-type and approximate optimization-based identification methods, as well as representation-free problem formulations, an overview of solution approaches, and software implementation. Readers will find an exposition of a wide variety of modeling problems starting from observed data. The presented theory leads to algorithms that are implemented in C language and in MATLAB
Member of
Additional physical form
Also available in print version.
Cataloging source
CaBNVSL
Illustrations
illustrations
Index
index present
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
Series statement
Mathematical modeling and computation
Target audience
  • adult
  • specialized
Exact and approximate modeling of linear systems : a behavioral approach, Ivan Markovsky ... [et al.], (electronic resource)
Label
Exact and approximate modeling of linear systems : a behavioral approach, Ivan Markovsky ... [et al.], (electronic resource)
Link
http://libproxy.rpi.edu/login?url=http://epubs.siam.org/ebooks/siam/mathematical_modeling_and_computation/mm11
Publication
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Bibliography note
Includes bibliographical references (p. 197-202) and index
Color
black and white
Contents
1. Introduction -- 2. Approximate modeling via misfit minimization -- 3. Weighted total least squares -- 4. Structured total least squares -- 5. Bilinear errors-in-variables model -- 6. Ellipsoid fitting -- 7. Introduction to dynamical models -- 8. Exact identification -- 9. Balanced model identification -- 10. Errors-in-variables smoothing and filtering -- 11. Approximate system identification -- 12. Conclusions
http://library.link/vocab/cover_art
https://contentcafe2.btol.com/ContentCafe/Jacket.aspx?Return=1&Type=S&Value=9780898718263&userID=ebsco-test&password=ebsco-test
Dimensions
unknown
http://library.link/vocab/discovery_link
{'f': 'http://opac.lib.rpi.edu/record=b3018519'}
Extent
1 electronic text (x, 206 p.)
File format
multiple file formats
Form of item
online
Governing access note
Restricted to subscribers or individual electronic text purchasers
Isbn
9780898718263
Isbn Type
(electronic bk.)
Other physical details
ill., digital file.
Reformatting quality
access
Specific material designation
remote
System details
  • Mode of access: World Wide Web
  • System requirements: Adobe Acrobat Reader

Library Locations

    • Folsom LibraryBorrow it
      110 8th St, Troy, NY, 12180, US
      42.729766 -73.682577
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