The Resource Bayesian Nonparametric Data Analysis, by Peter Müller, Fernando Andres Quintana, Alejandro Jara, Tim Hanson, (electronic resource)

Bayesian Nonparametric Data Analysis, by Peter Müller, Fernando Andres Quintana, Alejandro Jara, Tim Hanson, (electronic resource)

Label
Bayesian Nonparametric Data Analysis
Title
Bayesian Nonparametric Data Analysis
Statement of responsibility
by Peter Müller, Fernando Andres Quintana, Alejandro Jara, Tim Hanson
Creator
Contributor
Author
Provider
Subject
Language
eng
Summary
This book reviews nonparametric Bayesian methods and models that have proven useful in the context of data analysis. Rather than providing an encyclopedic review of probability models, the book’s structure follows a data analysis perspective. As such, the chapters are organized by traditional data analysis problems. In selecting specific nonparametric models, simpler and more traditional models are favored over specialized ones. The discussed methods are illustrated with a wealth of examples, including applications ranging from stylized examples to case studies from recent literature. The book also includes an extensive discussion of computational methods and details on their implementation. R code for many examples is included in on-line software pages
Member of
http://library.link/vocab/creatorName
Müller, Peter
Image bit depth
0
LC call number
QA276-280
Literary form
non fiction
http://library.link/vocab/relatedWorkOrContributorName
  • Quintana, Fernando Andres.
  • Jara, Alejandro.
  • Hanson, Tim.
  • SpringerLink
Series statement
Springer Series in Statistics,
http://library.link/vocab/subjectName
  • Statistics
  • Mathematical statistics
  • Statistics
  • Statistical Theory and Methods
  • Statistics and Computing/Statistics Programs
  • Statistics for Life Sciences, Medicine, Health Sciences
Label
Bayesian Nonparametric Data Analysis, by Peter Müller, Fernando Andres Quintana, Alejandro Jara, Tim Hanson, (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
Preface -- Acronyms -- 1.Introduction -- 2.Density Estimation - DP Models -- 3.Density Estimation - Models Beyond the DP -- 4.Regression -- 5.Categorical Data -- 6.Survival Analysis -- 7.Hierarchical Models -- 8.Clustering and Feature Allocation -- 9.Other Inference Problems and Conclusions -- Appendix: DP package
Dimensions
unknown
Extent
XIV, 193 p. 59 illus., 10 illus. in color.
File format
multiple file formats
Form of item
electronic
Isbn
9783319189680
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-319-18968-0
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-3-319-18968-0
Label
Bayesian Nonparametric Data Analysis, by Peter Müller, Fernando Andres Quintana, Alejandro Jara, Tim Hanson, (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
Preface -- Acronyms -- 1.Introduction -- 2.Density Estimation - DP Models -- 3.Density Estimation - Models Beyond the DP -- 4.Regression -- 5.Categorical Data -- 6.Survival Analysis -- 7.Hierarchical Models -- 8.Clustering and Feature Allocation -- 9.Other Inference Problems and Conclusions -- Appendix: DP package
Dimensions
unknown
Extent
XIV, 193 p. 59 illus., 10 illus. in color.
File format
multiple file formats
Form of item
electronic
Isbn
9783319189680
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-319-18968-0
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-3-319-18968-0

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