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The Resource Statistics for high-dimensional data : methods, theory and applications, by Peter Bühlmann, Sara van de Geer

Statistics for high-dimensional data : methods, theory and applications, by Peter Bühlmann, Sara van de Geer

Label
Statistics for high-dimensional data : methods, theory and applications
Title
Statistics for high-dimensional data
Title remainder
methods, theory and applications
Statement of responsibility
by Peter Bühlmann, Sara van de Geer
Creator
Contributor
Editor
Subject
Language
eng
Summary
Modern statistics deals with large and complex data sets, and consequently with models containing a large number of parameters. This book presents a detailed account of recently developed approaches, including the Lasso and versions of it for various models, boosting methods, undirected graphical modeling, and procedures controlling false positive selections. A special characteristic of the book is that it contains comprehensive mathematical theory on high-dimensional statistics combined with methodology, algorithms and illustrations with real data examples. This in-depth approach highlights the methods' great potential and practical applicability in a variety of settings. As such, it is a valuable resource for researchers, graduate students and experts in statistics, applied mathematics and computer science.--
Member of
Assigning source
Provided by publisher
Cataloging source
UKMGB
http://library.link/vocab/creatorName
Bühlmann, Peter
Dewey number
519.5
Index
no index present
Literary form
non fiction
http://library.link/vocab/relatedWorkOrContributorName
Geer, S. A. van de
Series statement
Springer series in statistics
http://library.link/vocab/subjectName
  • Mathematical statistics
  • Smoothness of functions
  • Nonconvex programming
  • Least absolute deviations (Statistics)
  • Linear models (Statistics)
Label
Statistics for high-dimensional data : methods, theory and applications, by Peter Bühlmann, Sara van de Geer
Instantiates
Publication
Copyright
Carrier category
volume
Carrier category code
  • nc
Carrier MARC source
rdacarrier.
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent.
Control code
FIEb17741397
Dimensions
24 cm.
Extent
xvii, 556 pages
Isbn
9783642268571
Media category
unmediated
Media MARC source
rdamedia.
Media type code
  • n
Other physical details
illustrations
System control number
(OCoLC)858313266
Label
Statistics for high-dimensional data : methods, theory and applications, by Peter Bühlmann, Sara van de Geer
Publication
Copyright
Carrier category
volume
Carrier category code
  • nc
Carrier MARC source
rdacarrier.
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent.
Control code
FIEb17741397
Dimensions
24 cm.
Extent
xvii, 556 pages
Isbn
9783642268571
Media category
unmediated
Media MARC source
rdamedia.
Media type code
  • n
Other physical details
illustrations
System control number
(OCoLC)858313266

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