The Resource Low Rank Approximation : Algorithms, Implementation, Applications, by Ivan Markovsky, (electronic resource)

Low Rank Approximation : Algorithms, Implementation, Applications, by Ivan Markovsky, (electronic resource)

Label
Low Rank Approximation : Algorithms, Implementation, Applications
Title
Low Rank Approximation
Title remainder
Algorithms, Implementation, Applications
Statement of responsibility
by Ivan Markovsky
Creator
Author
Author
Subject
Language
eng
Summary
Matrix low-rank approximation is intimately related to data modelling; a problem that arises frequently in many different fields. Low Rank Approximation: Algorithms, Implementation, Applications is a comprehensive exposition of the theory, algorithms, and applications of structured low-rank approximation. Local optimization methods and effective suboptimal convex relaxations for Toeplitz, Hankel, and Sylvester structured problems are presented. A major part of the text is devoted to application of the theory. Applications described include: system and control theory: approximate realization, model reduction, output error, and errors-in-variables identification; signal processing: harmonic retrieval, sum-of-damped exponentials, finite impulse response modeling, and array processing; machine learning: multidimensional scaling and recommender system; computer vision: algebraic curve fitting and fundamental matrix estimation; bioinformatics for microarray data analysis; chemometrics for multivariate calibration; psychometrics for factor analysis; and computer algebra for approximate common divisor computation. Special knowledge from the respective application fields is not required. The book is complemented by a software implementation of the methods presented, which makes the theory directly applicable in practice. In particular, all numerical examples in the book are included in demonstration files and can be reproduced by the reader. This gives hands-on experience with the theory and methods detailed. In addition, exercises and MATLAB® examples will assist the reader quickly to assimilate the theory on a chapter-by-chapter basis. Low Rank Approximation: Algorithms, Implementation, Applications is a broad survey of the theory and applications of its field which will be of direct interest to researchers in system identification, control and systems theory, numerical linear algebra and optimization. The supplementary problems and solutions render it suitable for use in teaching graduate courses in those subjects as well
Member of
Is part of
http://library.link/vocab/creatorName
Markovsky, Ivan
http://bibfra.me/vocab/relation/httpidlocgovvocabularyrelatorsaut
Hz0IL1O5_vs
Image bit depth
0
LC call number
  • TJ210.2-211.495
  • TJ163.12
Literary form
non fiction
Series statement
Communications and Control Engineering,
http://library.link/vocab/subjectName
  • Automatic control
  • Robotics
  • Mechatronics
  • System theory
  • Computer science-Mathematics
  • Mathematical models
  • Artificial intelligence
  • Signal processing
  • Image processing
  • Speech processing systems
  • Control, Robotics, Mechatronics
  • Systems Theory, Control
  • Symbolic and Algebraic Manipulation
  • Mathematical Modeling and Industrial Mathematics
  • Artificial Intelligence
  • Signal, Image and Speech Processing
Label
Low Rank Approximation : Algorithms, Implementation, Applications, by Ivan Markovsky, (electronic resource)
Instantiates
Publication
Antecedent source
mixed
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Introduction -- From Data to Models -- Applications in System and Control Theory -- Applications in Signal Processing -- Applications in Computer Algebra -- Applications in Machine Learing -- Subspace-type Algorithms -- Algorithms Based on Local Optimization -- Data Smoothing and Filtering -- Recursive Algorithms
Dimensions
unknown
Edition
1st ed. 2012.
Extent
X, 258 p.
File format
multiple file formats
Form of item
electronic
Isbn
9781447122272
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-1-4471-2227-2
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-1-4471-2227-2
Label
Low Rank Approximation : Algorithms, Implementation, Applications, by Ivan Markovsky, (electronic resource)
Publication
Antecedent source
mixed
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Introduction -- From Data to Models -- Applications in System and Control Theory -- Applications in Signal Processing -- Applications in Computer Algebra -- Applications in Machine Learing -- Subspace-type Algorithms -- Algorithms Based on Local Optimization -- Data Smoothing and Filtering -- Recursive Algorithms
Dimensions
unknown
Edition
1st ed. 2012.
Extent
X, 258 p.
File format
multiple file formats
Form of item
electronic
Isbn
9781447122272
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-1-4471-2227-2
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-1-4471-2227-2

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 ...