Practical applications of sparse modeling / edited by Irina Rish, Guillermo A. Cecchi, Aurelie Lozano, and Alexandru Niculescu-Mizil.
2014
TA342 .P73 2014
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Linked Resource
Online Access through The MIT Press Direct
Details
Title
Practical applications of sparse modeling / edited by Irina Rish, Guillermo A. Cecchi, Aurelie Lozano, and Alexandru Niculescu-Mizil.
ISBN
9780262325325
0262325322
9780262027724 (hardcover ; alk. paper)
0262027720 (hardcover ; alk. paper)
0262325322
9780262027724 (hardcover ; alk. paper)
0262027720 (hardcover ; alk. paper)
Published
Cambridge, Massachusetts : The MIT Press, [2014]
Copyright
©2014
Language
English
Description
1 online resource (xii, 249 pages).
Item Number
9780262325325
Call Number
TA342 .P73 2014
Dewey Decimal Classification
003/.74
Summary
"Sparse modeling is a rapidly developing area at the intersection of statistical learning and signal processing, motivated by the age-old statistical problem of selecting a small number of predictive variables in high-dimensional datasets. This collection describes key approaches in sparse modeling, focusing on its applications in fields including neuroscience, computational biology, and computer vision. Sparse modeling methods can improve the interpretability of predictive models and aid efficient recovery of high-dimensional unobserved signals from a limited number of measurements. Yet despite significant advances in the field, a number of open issues remain when sparse modeling meets real-life applications. The book discusses a range of practical applications and state-of-the-art approaches for tackling the challenges presented by these applications. Topics considered include the choice of method in genomics applications; analysis of protein mass-spectrometry data; the stability of sparse models in brain imaging applications; sequential testing approaches; algorithmic aspects of sparse recovery; and learning sparse latent models"--MIT CogNet.
Access Note
Access limited to authorized users.
Source of Description
OCLC-licensed vendor bibliographic record.
Added Author
Rish, Irina, 1969- editor.
Cecchi, Guillermo A., editor.
Lozano, Aurélie Chloé, 1975- editor.
Niculescu-Mizil, Alexandru, editor.
Cecchi, Guillermo A., editor.
Lozano, Aurélie Chloé, 1975- editor.
Niculescu-Mizil, Alexandru, editor.
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