MARC details
| 000 -LEADER |
|---|
| fixed length control field |
02389nam a22002657a 4500 |
| 003 - CONTROL NUMBER IDENTIFIER |
|---|
| control field |
ZW-GwMSU |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
|---|
| control field |
20240312093755.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
|---|
| fixed length control field |
240229b |||||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9781544324906 |
| 040 ## - CATALOGING SOURCE |
|---|
| Original cataloging agency |
rda |
| Language of cataloging |
English |
| Description conventions |
rda |
| Transcribing agency |
MSULIB |
| 050 00 - LIBRARY OF CONGRESS CALL NUMBER |
|---|
| Classification number |
QA278.2 LIU |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Liu, Xing |
| Titles and other words associated with a name |
(Education professor), |
| Relator term |
author. |
| 245 10 - TITLE STATEMENT |
|---|
| Title |
Categorical data analysis and multilevel modeling using R / |
| Statement of responsibility, etc |
Xing Liu, Eastern Connecticut State University. |
| 264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE |
|---|
| Name of producer, publisher, distributor, manufacturer |
SAGE, |
| Date of production, publication, distribution, manufacture, or copyright notice |
[2023] |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
xxxiii, 708 pages : |
| Other physical details |
illustrations ; |
| Dimensions |
24 cm |
| 336 ## - CONTENT TYPE |
|---|
| content type term |
text |
| Source |
rdacontent |
| 337 ## - MEDIA TYPE |
|---|
| media type term |
unmediated |
| media type code |
n |
| source |
rdamedia |
| 338 ## - CARRIER TYPE |
|---|
| carrier type term |
volume |
| carrier type code |
nc |
| source |
rdacarrier |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc |
Includes bibliographical references (pages 689-694) and index. |
| 505 0# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
R basics -- Review of basic statistics -- Logistic regression for binary data -- Proportional odds models for ordinal response variables -- Partial proportional odds models and generalized ordinal logistic regression models -- Other ordinal logistic regression models -- Multinomial logistic regression models -- Poisson regression models -- Negative binomial regression models and zero-inflated models -- Multilevel modeling for continuous response variables -- Multilevel modeling for binary response variables -- Multilevel modeling for ordinal response variables -- Multilevel modeling for count response variables -- Multilevel modeling for nominal response variables -- Bayesian generalized linear models -- Bayesian multilevel modeling of categorical response variables. |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc |
"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"-- |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Multilevel models (Statistics) |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
R (Computer program language) |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Source of classification or shelving scheme |
Library of Congress Classification |
| Koha item type |
Book |