Coverart for item
The Resource Statistics for high-dimensional data : methods, theory and applications, Peter Bühlmann, Sara van de Geer, (electronic book)

Statistics for high-dimensional data : methods, theory and applications, Peter Bühlmann, Sara van de Geer, (electronic book)

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
Peter Bühlmann, Sara van de Geer
Creator
Contributor
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, such as the Lasso and boosting methods. It also provides the mathematical theory behind them, proving their great potential in a large number of settings. Both the methods and theory are then illustrated with real data examples
Member of
Cataloging source
HKP
http://library.link/vocab/creatorName
Bühlmann, Peter
Dewey number
519.5
Illustrations
illustrations
Index
index present
LC call number
QA276
LC item number
.B84 2011eb
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
Geer, Sara 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)
  • Database management
  • Electronic data processing
  • Mathematical statistics
  • Mathematics
Label
Statistics for high-dimensional data : methods, theory and applications, Peter Bühlmann, Sara van de Geer, (electronic book)
Instantiates
Publication
Bibliography note
Includes bibliographical references (p. 547-556) and indexes
Color
mixed
Control code
SPR752337613
Dimensions
unknown
Extent
1 online resource (xvii, 556 p.)
Form of item
online
Isbn
9783642201929
Other physical details
ill.
Specific material designation
remote
Label
Statistics for high-dimensional data : methods, theory and applications, Peter Bühlmann, Sara van de Geer, (electronic book)
Publication
Bibliography note
Includes bibliographical references (p. 547-556) and indexes
Color
mixed
Control code
SPR752337613
Dimensions
unknown
Extent
1 online resource (xvii, 556 p.)
Form of item
online
Isbn
9783642201929
Other physical details
ill.
Specific material designation
remote

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