The Resource Model Averaging, by David Fletcher, (electronic resource)

Model Averaging, by David Fletcher, (electronic resource)

Label
Model Averaging
Title
Model Averaging
Statement of responsibility
by David Fletcher
Creator
Contributor
Author
Author
Provider
Subject
Language
eng
Summary
This book provides a concise and accessible overview of model averaging, with a focus on applications. Model averaging is a common means of allowing for model uncertainty when analysing data, and has been used in a wide range of application areas, such as ecology, econometrics, meteorology and pharmacology. The book presents an overview of the methods developed in this area, illustrating many of them with examples from the life sciences involving real-world data. It also includes an extensive list of references and suggestions for further research. Further, it clearly demonstrates the links between the methods developed in statistics, econometrics and machine learning, as well as the connection between the Bayesian and frequentist approaches to model averaging. The book appeals to statisticians and scientists interested in what methods are available, how they differ and what is known about their properties. It is assumed that readers are familiar with the basic concepts of statistical theory and modelling, including probability, likelihood and generalized linear models
Member of
http://library.link/vocab/creatorName
Fletcher, David
http://bibfra.me/vocab/relation/httpidlocgovvocabularyrelatorsaut
XJz_BV4AOOg
Image bit depth
0
LC call number
QA276-280
Literary form
non fiction
http://library.link/vocab/relatedWorkOrContributorName
SpringerLink
Series statement
SpringerBriefs in Statistics,
http://library.link/vocab/subjectName
  • Mathematical statistics
  • Ecology
  • Statistical methods
  • Statistics
  • Statistical Theory and Methods
  • Theoretical Ecology/Statistics
  • Biostatistics
  • Statistics for Business, Management, Economics, Finance, Insurance
  • Statistics for Life Sciences, Medicine, Health Sciences
Label
Model Averaging, by David Fletcher, (electronic resource)
Instantiates
Publication
Antecedent source
mixed
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Why Model Averaging? -- Bayesian Model Averaging -- Frequentist Model Averaging -- Summary and Future Directions
Dimensions
unknown
Extent
X, 107 p. 4 illus.
File format
multiple file formats
Form of item
electronic
Isbn
9783662585412
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-662-58541-2
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-3-662-58541-2
Label
Model Averaging, by David Fletcher, (electronic resource)
Publication
Antecedent source
mixed
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Why Model Averaging? -- Bayesian Model Averaging -- Frequentist Model Averaging -- Summary and Future Directions
Dimensions
unknown
Extent
X, 107 p. 4 illus.
File format
multiple file formats
Form of item
electronic
Isbn
9783662585412
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-662-58541-2
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-3-662-58541-2

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