MARC details
| 000 -LEADER |
|---|
| fixed length control field |
02952nam a22003497a 4500 |
| 001 - CONTROL NUMBER |
|---|
| control field |
sulb0077669 |
| 003 - CONTROL NUMBER IDENTIFIER |
|---|
| control field |
BD-SySUS |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
|---|
| control field |
20230320113951.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
|---|
| fixed length control field |
230320s2021 sz a b 001 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| Canceled/invalid ISBN |
9783030675820 |
| 040 ## - CATALOGING SOURCE |
|---|
| Original cataloging agency |
YDX |
| Language of cataloging |
eng |
| Description conventions |
rda |
| Transcribing agency |
YDX |
| Modifying agency |
GW5XE |
| -- |
OCLCO |
| -- |
EBLCP |
| -- |
OCLCF |
| -- |
N$T |
| -- |
UKAHL |
| -- |
BD-SySUS |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
519.536 |
| Edition number |
22 |
| Item number |
CHS |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Chen, Ding-Geng, |
| Relator term |
author. |
| 9 (RLIN) |
60845 |
| 245 10 - TITLE STATEMENT |
|---|
| Title |
Statistical regression modeling with R : |
| Remainder of title |
longitudinal and multi-level modeling / |
| Statement of responsibility, etc. |
Ding-Geng (Din) Chen, Jenny K. Chen. |
| 264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE |
|---|
| Place of production, publication, distribution, manufacture |
Cham : |
| Name of producer, publisher, distributor, manufacturer |
Springer, |
| Date of production, publication, distribution, manufacture, or copyright notice |
[2021] |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
xvii, 228 p. |
| Other physical details |
ill. ; |
| Dimensions |
26 cm. |
| 336 ## - CONTENT TYPE |
|---|
| Content type term |
text |
| Content type code |
txt |
| Source |
rdacontent |
| 337 ## - MEDIA TYPE |
|---|
| Media type term |
computer |
| Media type code |
c |
| Source |
rdamedia |
| 338 ## - CARRIER TYPE |
|---|
| Carrier type term |
online resource |
| Carrier type code |
cr |
| Source |
rdacarrier |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc |
Includes bibliographical references and index. |
| 505 0# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
1. Linear Regression -- 2. Introduction to Multi-Level Regression -- 3. Two-Level Multi-Level Modeling -- 4. Higher-Level Multi-Level Modeling -- 5. Longitudinal Data Analysis -- 6. Nonlinear Regression Modeling -- 7. Nonlinear Mixed-Effects Modeling -- 8. Generalized Linear Model -- 9. Generalized Multi-Level Model for Dichotomous Outcome -- 10. Generalized Multi-Level Model for Counts Outcome. |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc. |
This book provides a concise point of reference for the most commonly used regression methods. It begins with linear and nonlinear regression for normally distributed data, logistic regression for binomially distributed data, and Poisson regression and negative-binomial regression for count data. It then progresses to these regression models that work with longitudinal and multi-level data structures. The volume is designed to guide the transition from classical to more advanced regression modeling, as well as to contribute to the rapid development of statistics and data science. With data and computing programs available to facilitate readers' learning experience, Statistical Regression Modeling promotes the applications of R in linear, nonlinear, longitudinal and multi-level regression. All included datasets, as well as the associated R program in packages nlme and lme4 for multi-level regression, are detailed in Appendix A. This book will be valuable in graduate courses on applied regression, as well as for practitioners and researchers in the fields of data science, statistical analytics, public health, and related fields. |
| 588 0# - SOURCE OF DESCRIPTION NOTE |
|---|
| Source of description note |
Online resource; title from PDF title page (SpringerLink, viewed April 16, 2021). |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Regression analysis. |
| 9 (RLIN) |
60846 |
|
|---|
| Topical term or geographic name as entry element |
R (Computer program language) |
| 9 (RLIN) |
60847 |
|
|---|
| Topical term or geographic name as entry element |
R (Computer program language) |
| Source of heading or term |
fast |
| Authority record control number |
(OCoLC)fst01086207 |
| 9 (RLIN) |
60848 |
|
|---|
| Topical term or geographic name as entry element |
Regression analysis. |
| Source of heading or term |
fast |
| Authority record control number |
(OCoLC)fst01432090 |
| 9 (RLIN) |
60849 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Chen, Jenny K., |
| Relator term |
author. |
| 9 (RLIN) |
60850 |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY |
|---|
| Relationship information |
Print version: |
| International Standard Book Number |
3030675823 |
| -- |
9783030675820 |
| Record control number |
(OCoLC)1226762505 |
| 856 40 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Materials specified |
Springer Complete eBooks |
| Uniform Resource Identifier |
<a href="https://link.springer.com/10.1007/978-3-030-67583-7">https://link.springer.com/10.1007/978-3-030-67583-7</a> |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Source of classification or shelving scheme |
Dewey Decimal Classification |
| Koha item type |
Books |
