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The Resource Flexible regression and smoothing : using GAMLSS in R, Mikis D. Stasinopoulos [and four others]

Flexible regression and smoothing : using GAMLSS in R, Mikis D. Stasinopoulos [and four others]

Label
Flexible regression and smoothing : using GAMLSS in R
Title
Flexible regression and smoothing
Title remainder
using GAMLSS in R
Statement of responsibility
Mikis D. Stasinopoulos [and four others]
Contributor
Editor
Subject
Language
eng
Summary
This book is about learning from data using the Generalized Additive Models for Location, Scale and Shape (GAMLSS). GAMLSS extends the Generalized Linear Models (GLMs) and Generalized Additive Models (GAMs) to accommodate large complex datasets, which are increasingly prevalent. GAMLSS allows any parametric distribution for the response variable and modelling all the parameters (location, scale and shape) of the distribution as linear or smooth functions of explanatory variables. This book provides a broad overview of GAMLSS methodology and how it is implemented in R. It includes a comprehensive collection of real data examples, integrated code, and figures to illustrate the methods, and is supplemented by a website with code, data and additional materials.--
Member of
Assigning source
Provided by Publisher
Cataloging source
DLC
Index
index present
Literary form
non fiction
Nature of contents
bibliography
http://library.link/vocab/relatedWorkOrContributorName
Stasinopoulos, Mikis D.
Series statement
Chapman & Hall/CRC the R series
http://library.link/vocab/subjectName
  • Regression analysis
  • Linear models (Statistics)
  • Smoothing (Statistics)
  • Big data
  • R (Computer program language)
Label
Flexible regression and smoothing : using GAMLSS in R, Mikis D. Stasinopoulos [and four others]
Instantiates
Publication
Bibliography note
Includes bibliographical references and index
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
ocn960844231
Dimensions
27 cm.
Extent
xxii, 549 pages
Isbn
9781138197909
Media category
unmediated
Media MARC source
rdamedia
Media type code
  • n
System control number
(OCoLC)960844231
Label
Flexible regression and smoothing : using GAMLSS in R, Mikis D. Stasinopoulos [and four others]
Publication
Bibliography note
Includes bibliographical references and index
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
ocn960844231
Dimensions
27 cm.
Extent
xxii, 549 pages
Isbn
9781138197909
Media category
unmediated
Media MARC source
rdamedia
Media type code
  • n
System control number
(OCoLC)960844231

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