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Categorical data analysis and multilevel modeling using R /
Record Type:
Language materials, printed : Monograph/item
Title/Author:
Categorical data analysis and multilevel modeling using R /Xing Liu.
Author:
Liu, Xing
Description:
xxxiii, 708 pages :illustrations ;24 cm
Subject:
Multilevel models (Statistics)
ISBN:
9781544324906$qpaperback
Categorical data analysis and multilevel modeling using R /
Liu, Xing(Education professor),
Categorical data analysis and multilevel modeling using R /
Xing Liu. - xxxiii, 708 pages :illustrations ;24 cm
Includes bibliographical references (pages 689-694) and index.
R basics --
"Categorical Data Analysis and Multilevel Modeling Using R provides a practical guide to regression techniques for analyzing binary, ordinal, nominal, and count response variables using the R software. Author Xing Liu offers a unified framework for both single-level and multilevel modeling of categorical and count response variables with both frequentist and Bayesian approaches. Each chapter demonstrates how to conduct the analysis using R, how to interpret the models, and how to present the results for publication. A companion website for this book contains PowerPoint slides and solutions for the end-of-chapter exercises on the instructor site, and datasets and R commands used in the book on the student site"--
ISBN: 9781544324906$qpaperback
LCCN: 2022001572Subjects--Topical Terms:
240063
Multilevel models (Statistics)
LC Class. No.: QA278.2 / .L586 2023
Dewey Class. No.: 519.5/402855133
Categorical data analysis and multilevel modeling using R /
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9781544324913$qelectronic book
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9781544324883$qelectronic book
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Liu, Xing
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(Education professor),
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author.
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966353
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Categorical data analysis and multilevel modeling using R /
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Xing Liu.
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Thousand Oaks, California :
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SAGE Publications, Inc.,
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[2023]
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�2023
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xxxiii, 708 pages :
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illustrations ;
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24 cm
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Includes bibliographical references (pages 689-694) and index.
505
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$t
R basics --
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Review of basic statistics --
$t
Logistic regression for binary data --
$t
Proportional odds models for ordinal response variables --
$t
Partial proportional odds models and generalized ordinal logistic regression models --
$t
Other ordinal logistic regression models --
$t
Multinomial logistic regression models --
$t
Poisson regression models --
$t
Negative binomial regression models and zero-inflated models --
$t
Multilevel modeling for continuous response variables --
$t
Multilevel modeling for binary response variables --
$t
Multilevel modeling for ordinal response variables --
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Multilevel modeling for count response variables --
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Multilevel modeling for nominal response variables --
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Bayesian generalized linear models --
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Bayesian multilevel modeling of categorical response variables.
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"Categorical Data Analysis and Multilevel Modeling Using R provides a practical guide to regression techniques for analyzing binary, ordinal, nominal, and count response variables using the R software. Author Xing Liu offers a unified framework for both single-level and multilevel modeling of categorical and count response variables with both frequentist and Bayesian approaches. Each chapter demonstrates how to conduct the analysis using R, how to interpret the models, and how to present the results for publication. A companion website for this book contains PowerPoint slides and solutions for the end-of-chapter exercises on the instructor site, and datasets and R commands used in the book on the student site"--
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Provided by publisher.
650
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Multilevel models (Statistics)
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240063
650
0
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R (Computer program language)
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210846
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6
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Mod�eles multiniveaux (Statistique)
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966331
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R (Langage de programmation)
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943796
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has work:
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CATEGORICAL DATA ANALYSIS AND MULTILEVEL MODELING USING R (Text)
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https://id.oclc.org/worldcat/entity/E39PCXgkqQtGFcpfxRGJBrrkj3
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https://id.oclc.org/worldcat/ontology/hasWork
994
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C0
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TWNUK
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西方語文圖書區(四樓)
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1 records • Pages 1 •
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320000742868
西方語文圖書區(四樓)
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QA278.2 L783.1 2023
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