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The Resource Applied longitudinal data analysis : modeling change and event occurrence, Judith B. Singer, John B. Willett

Applied longitudinal data analysis : modeling change and event occurrence, Judith B. Singer, John B. Willett

Label
Applied longitudinal data analysis : modeling change and event occurrence
Title
Applied longitudinal data analysis
Title remainder
modeling change and event occurrence
Statement of responsibility
Judith B. Singer, John B. Willett
Creator
Contributor
Subject
Language
eng
Summary
  • "Applied Longitudinal Data Analysis is a much-needed professional book for empirical researchers and graduate students in the behavioral, social, and biomedical sciences. It offers the first accessible in-depth presentation of two of today's most popular statistical methods: multilevel models for individual change and hazard/survival models for event occurrence (in both discrete- and continuous-time). Using clear, concise prose and real data sets from published studies, the authors take you step by step through complete analyses, from simple exploratory displays that reveal underlying patterns through sophisticated specifications of complex statistical models."
  • "Applied Longitudinal Data Analysis offers readers a private consultation session with internationally recognized experts and represents a unique contribution to the literature on quantitative empirical methods."--Jacket
Cataloging source
DLC
http://library.link/vocab/creatorName
Singer, Judith D
Dewey number
001.4/2
Illustrations
illustrations
Index
index present
LC call number
H62
LC item number
.S47755 2002
Literary form
non fiction
Nature of contents
bibliography
http://library.link/vocab/relatedWorkOrContributorName
Willett, John B
http://library.link/vocab/subjectName
  • Longitudinal method
  • Social sciences
Label
Applied longitudinal data analysis : modeling change and event occurrence, Judith B. Singer, John B. Willett
Instantiates
Publication
Bibliography note
Includes bibliographical references (pages 613-626) and index
Carrier category
volume
Carrier category code
nc
Carrier MARC source
rdacarrier
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
  • Improving the Precision and Reliability of OLS-Estimated Rates of Change: Lessons for Research Design
  • Introducing the Multilevel Model for Change
  • What Is the Purpose of the Multilevel Model for Change?
  • The Level-1 Submodel for Individual Change
  • The Level-2 Submodel for Systematic Interindividual Differences in Change
  • Fitting the Multilevel Model for Change to Data
  • Examining Estimated Fixed Effects
  • Examining Estimated Variance Components
  • Doing Data Analysis with the Multilevel Model for Change
  • Example: Changes in Adolescent Alcohol Use
  • A Framework for Investigating Change over Time
  • The Composite Specification of the Multilevel Model for Change
  • Methods of Estimation, Revisited
  • First Steps: Fitting Two Unconditional Multilevel Models for Change
  • Practical Data Analytic Strategies for Model Building
  • Comparing Models Using Deviance Statistics
  • Using Wald Statistics to Test Composite Hypotheses About Fixed Effects
  • Evaluating the Tenability of a Model's Assumptions
  • Model-Based (Empirical Bayes) Estimates of the Individual Growth Parameters
  • Treating TIME More Flexibly
  • Variably Spaced Measurement Occasions
  • When Might You Study Change over Time?
  • Varying Numbers of Measurement Occasions
  • Distinguishing Between Two Types of Questions about Change
  • Three Important Features of a Study of Change
  • Exploring Longitudinal Data on Change
  • Creating a Longitudinal Data Set
  • Descriptive Analysis of Individual Change over Time
  • Exploring Differences in Change across People
Control code
49773716
Dimensions
25 cm
Extent
xx, 644 pages
Isbn
9780195152968
Isbn Type
(acid-free)
Lccn
2002007055
Media category
unmediated
Media MARC source
rdamedia
Media type code
n
Other physical details
illustrations
Label
Applied longitudinal data analysis : modeling change and event occurrence, Judith B. Singer, John B. Willett
Publication
Bibliography note
Includes bibliographical references (pages 613-626) and index
Carrier category
volume
Carrier category code
nc
Carrier MARC source
rdacarrier
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
  • Improving the Precision and Reliability of OLS-Estimated Rates of Change: Lessons for Research Design
  • Introducing the Multilevel Model for Change
  • What Is the Purpose of the Multilevel Model for Change?
  • The Level-1 Submodel for Individual Change
  • The Level-2 Submodel for Systematic Interindividual Differences in Change
  • Fitting the Multilevel Model for Change to Data
  • Examining Estimated Fixed Effects
  • Examining Estimated Variance Components
  • Doing Data Analysis with the Multilevel Model for Change
  • Example: Changes in Adolescent Alcohol Use
  • A Framework for Investigating Change over Time
  • The Composite Specification of the Multilevel Model for Change
  • Methods of Estimation, Revisited
  • First Steps: Fitting Two Unconditional Multilevel Models for Change
  • Practical Data Analytic Strategies for Model Building
  • Comparing Models Using Deviance Statistics
  • Using Wald Statistics to Test Composite Hypotheses About Fixed Effects
  • Evaluating the Tenability of a Model's Assumptions
  • Model-Based (Empirical Bayes) Estimates of the Individual Growth Parameters
  • Treating TIME More Flexibly
  • Variably Spaced Measurement Occasions
  • When Might You Study Change over Time?
  • Varying Numbers of Measurement Occasions
  • Distinguishing Between Two Types of Questions about Change
  • Three Important Features of a Study of Change
  • Exploring Longitudinal Data on Change
  • Creating a Longitudinal Data Set
  • Descriptive Analysis of Individual Change over Time
  • Exploring Differences in Change across People
Control code
49773716
Dimensions
25 cm
Extent
xx, 644 pages
Isbn
9780195152968
Isbn Type
(acid-free)
Lccn
2002007055
Media category
unmediated
Media MARC source
rdamedia
Media type code
n
Other physical details
illustrations

Library Locations

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      38.944491 -92.326012
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