Coverart for item
The Resource Statistical modeling and computation, Dirk P. Kroese, Joshua C.C. Chan

Statistical modeling and computation, Dirk P. Kroese, Joshua C.C. Chan

Label
Statistical modeling and computation
Title
Statistical modeling and computation
Statement of responsibility
Dirk P. Kroese, Joshua C.C. Chan
Creator
Contributor
Author
Subject
Language
eng
Summary
This textbook on statistical modeling and statistical inference will assist advanced undergraduate and graduate students. Statistical Modeling and Computation provides a unique introduction to modern Statistics from both classical and Bayesian perspectives. It also offers an integrated treatment of Mathematical Statistics and modern statistical computation, emphasizing statistical modeling, computational techniques, and applications. Each of the three parts will cover topics essential to university courses. Part I covers the fundamentals of probability theory. In Part II, the authors introduce a wide variety of classical models that include, among others, linear regression and ANOVA models. In Part III, the authors address the statistical analysis and computation of various advanced models, such as generalized linear, state-space and Gaussian models. Particular attention is paid to fast Monte Carlo techniques for Bayesian inference on these models. Throughout the book the authors include a large number of illustrative examples and solved problems. The book also features a section with solutions, an appendix that serves as a MATLAB primer, and a mathematical supplement
Cataloging source
GW5XE
http://library.link/vocab/creatorName
Kroese, Dirk P
Dewey number
519.5
Illustrations
illustrations
Index
index present
LC call number
QA276
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
Chan, Joshua
http://library.link/vocab/subjectName
  • Mathematical statistics
  • Statistics as Topic
  • Mathematical statistics
Label
Statistical modeling and computation, Dirk P. Kroese, Joshua C.C. Chan
Instantiates
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Probability Models -- Random Variables and Probability Distributions -- Joint Distributions -- Common Statistical Models -- Statistical Inference -- Likelihood -- Monte Carlo Sampling -- Bayesian Inference -- Generalized Linear Models -- Dependent Data Models -- State Space Models -- MATLAB Primer -- Mathematical Supplement
Control code
867031007
Dimensions
unknown
Extent
1 online resource (xviii, 400 pages)
File format
unknown
Form of item
online
Isbn
9781461487753
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-1-4614-8775-3
Other physical details
illustrations (some color)
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
(OCoLC)867031007
Label
Statistical modeling and computation, Dirk P. Kroese, Joshua C.C. Chan
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Probability Models -- Random Variables and Probability Distributions -- Joint Distributions -- Common Statistical Models -- Statistical Inference -- Likelihood -- Monte Carlo Sampling -- Bayesian Inference -- Generalized Linear Models -- Dependent Data Models -- State Space Models -- MATLAB Primer -- Mathematical Supplement
Control code
867031007
Dimensions
unknown
Extent
1 online resource (xviii, 400 pages)
File format
unknown
Form of item
online
Isbn
9781461487753
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-1-4614-8775-3
Other physical details
illustrations (some color)
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
(OCoLC)867031007

Library Locations

    • Ellis LibraryBorrow it
      1020 Lowry Street, Columbia, MO, 65201, US
      38.944491 -92.326012
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