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عنوان
Statistics for high-dimensional data :methods, theory and applications

پدید آورنده
Buhlmann, Peter.

موضوع
، Mathematical statistics,، Nonconvex programming

رده
QA
276
.
B84
2011

کتابخانه
Central Library and Documentation Center

محل استقرار
استان: Semnan ـ شهر: Semnan

Central Library and Documentation Center

تماس با کتابخانه :

INTERNATIONAL STANDARD BOOK NUMBER

Qualification
978-3-642-20191-2

TITLE AND STATEMENT OF RESPONSIBILITY

Title Proper
Statistics for high-dimensional data :methods, theory and applications

.PUBLICATION, DISTRIBUTION, ETC

Place of Publication, Distribution, etc.
Heidelberg ; New York
Name of Publisher, Distributor, etc.
SPRINGER
Date of Publication, Distribution, etc.
c2011

PHYSICAL DESCRIPTION

Specific Material Designation and Extent of Item
xvii, 556 p. : ill. )some col.( ; 24 cm.

SERIES

Other Title Information
Springer series in statistics

NOTES PERTAINING TO TITLE AND STATEMENT OF RESPONSIBILITY

Text of Note
Peter Buhlmann, Sara van de Geer

CONTENTS NOTE

Text of Note
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 lb1s/lb2s-penalty procedures -- Non-convex loss functions and lb1s-regulation -- Stable solutions -- P-values for linear models and beyond -- Boosting and greedy algorithms -- Graphical modeling -- Probabililty and moment inequalities

TOPICAL NAME USED AS SUBJECT

Entry Element
، Mathematical statistics
Entry Element
، Nonconvex programming

LIBRARY OF CONGRESS CLASSIFICATION

Class number
QA
276
.
B84
2011

PERSONAL NAME - PRIMARY RESPONSIBILITY

Entry Element
Buhlmann, Peter.
Relator Code
AU

AU Geer, S. A. van de)Sara A.(

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