Statistics for High-Dimensional Data: Methods, Theory and Applications by Bühlmann, Peter

Statistics for High-Dimensional Data: Methods, Theory and Applications (Paperback) (ISBN-13: 9783642268571)

Vendor: Peter B?lmann
Product type: Books
Format: Paperback
$109.99
$109.99
$109.99
Subtotal: $109.99
Statistics for High-Dimensional Data: Methods, Theory and Applications by Bühlmann, Peter

Statistics for High-Dimensional Data: Methods, Theory and Applications

$109.99
Statistics for High-Dimensional Data: Methods, Theory and Applications by Bühlmann, Peter

Statistics for High-Dimensional Data: Methods, Theory and Applications

$109.99
Format: Paperback
Description
Description
x
Introduction.- Lasso for linear models.- Generalized linear models and the Lasso.- The group Lasso.- Additive models and many smooth univariate functions.- Theory for the Lasso.- Variable selection with the Lasso.- Theory for l1/l2-penalty procedures.- Non-convex loss functions and l1-regularization.- Stable solutions.- P-values for linear models and beyond.- Boosting and greedy algorithms.- Graphical modeling.- Probability and moment inequalities.- Author Index.- Index.- References.- Problems at the end of each chapter.

Author: Peter B?lmann, Sara Van de Geer
ISBN-10: 3642268579
ISBN-13: 9783642268571
Publisher: Springer
Language: English
Published: 08/03/2013
Pages: 558
Format: Paperback
Weight: 1.76lbs
Size: 9.17h x 6.17w x 1.17d
By Peter B?lmann
By Peter B?lmann
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Peter B?lmann is Professor of Statistics at ETH Z?ich. His main research areas are high-dimensional statistical inference, machine learning, graphical modeling, nonparametric methods, and statistical modeling in the life sciences. He is currently editor of the Annals of Statistics. He was awarded a Medallion lecture by the Institute of Mathematical Statistics in 2009 and read a paper to the Royal Statistical Society in 2010.

Sara van de Geer has been a full professor at the ETH in Z?ich since 2005. Her main areas of research are empirical process theory, statistical learning theory, and nonparametric and high-dimensional statistics. She is an associate editor of Probability Theory and Related Fields, The Scandinavian Journal of Statistics and Statistical Surveys and a member of the Swiss National Science Foundation and correspondent of the Dutch Royal Academy of Sciences.
She received the IMS medal in 2003 and the ISI award in 2005, and was an invited speaker at the International Conference of Mathematicians in 2010.

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