Models for intensive longitudinal data:
Saved in:
| Format: | Book |
|---|---|
| Language: | English |
| Published: |
New York, NY [u.a.]
Oxford University Press
2006
|
| Subjects: | |
| Online Access: | Publisher description Table of contents only Contributor biographical information Inhaltsverzeichnis |
| Item Description: | Includes bibliographical references and index |
| Physical Description: | XXII, 288 S. Ill., graph. Darst. |
| ISBN: | 9780195173444 0195173449 |
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MARC
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| 245 | 1 | 0 | |a Models for intensive longitudinal data |c ed. by Theodore A. Walls ... |
| 264 | 1 | |a New York, NY [u.a.] |b Oxford University Press |c 2006 | |
| 300 | |a XXII, 288 S. |b Ill., graph. Darst. | ||
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| 500 | |a Includes bibliographical references and index | ||
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| 650 | 4 | |a Social sciences |x Research |x Statistical methods | |
| 650 | 4 | |a Social sciences |x Longitudinal studies | |
| 650 | 4 | |a Longitudinal method | |
| 700 | 1 | |a Walls, Theodore A. |e Sonstige |4 oth | |
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| adam_text | Contents
Contributors ix
Introduction: Intensive Longitudinal Data xi
1 Multilevel Models for Intensive Longitudinal Data 3
Theodore A. Walls, Hyekyungjung, and Joseph E. Schwartz
1.1 Behavioral Scientific Motivations for Collecting Intensive
Longitudinal Data 3
1.2 Overview of Multilevel Models 5
1.3 Applying Multilevel Modeling to Intensive Longitudinal Data 13
1.4 Application: Control and Choice in Indian Schoolchildren 27
1.5 Summary 33
2 Marginal Modeling of Intensive Longitudinal Data by Generalized
Estimating Equations 38
Joseph L. Schafer
2.1 What Is GEE Regression? 39
2.2 Practical Considerations in the Application of GEE 48
2.3 Application: Reanalysis of the Control and Choice Data Using GEE 55
3 A Local Linear Estimation Procedure for Functional
Multilevel Modeling 63
Runze Li, Tammy L. Root, and Saul Shiffman
3.1 The Model 65
3.2 Practical Considerations 71
3.3 Application: Smoking Cessation Study 72
3.4 Discussion 80
v
vi Loiiiems
4 Application of Item Response Theory Models for Intensive
Longitudinal Data 84
Donald Hedeker, Robin J. Mermelstein, and Brian R. Flay
4.1 IRT Model 85
4.2 Estimation 92
4.3 Application: Adolescent Smoking Study 94
4.4 Discussion 103
5 Fitting Curves with Periodic and Nonperiodic Trends and
Their Interactions with Intensive Longitudinal Data 109
Carlotta Ching Ting Fok and James O. Ramsay
5.1 Periodic and Nonperiodic Trends 109
5.2 The Model 112
5.3 Application: Personality Data 120
5.4 Discussion 122
6 Multilevel Autoregressive Modeling of Interindividual Differences
in the Stability of a Process 124
Michael J. Rovine and Theodore A. Walls
6.1 Denning Stability as Regularity in a Time Series 125
6.2 Multilevel Models 126
6.3 A Multilevel AR( 1) Model 131
6.4 Application: Daily Alcohol Use 133
6.5 Estimating This Model in SAS PROC MIXED 134
6.6 Predicting the Individual AR( 1) Coefficients 138
6.7 Discussion 143
7 The State-Space Approach to Modeling Dynamic Processes 148
Moon-Ho Ringo Ho, Robert Shumway, and Hernando Ombao
7.1 Gaussian State-Space Models 149
7.2 Some Special Cases of State-Space Models 152
7.3 Parameter Estimation 156
7.4 Application 1: Connectivity Analysis with fMRI Data 159
7.5 Application 2: Testing the Induced Demand Hypothesis from Matched
Traffic Profiles 165
7.6 Conclusions 170
8 The Control of Behavioral Input/Output Systems 176
James 0. Ramsay
8.1 A Typical Input/Output System 177
8.2 Modeling System Dynamics 179
8.3 Controller Strategies to Meet an Output Target 183
8.4 Fitting Dynamic Models to Intensive Longitudinal Data 189
9 Dynamical Systems Modeling: An Application to the Regulation
of Intimacy and Disclosure in Marriage 195
Steven M. Boker and Jean-Philippe Laurenceau
9.1 Self-Regulation and Intrinsic Dynamics 195
9.2 Coupled Regulation and Coupled Dynamics 200
9.3 Time-Delay Embedding 203
9.4 Accounting for Individual Differences in Dynamics 205
9.5 Application: Daily Intimacy and Disclosure in Married Couples 206
9.6 Discussion 215
10 Point Process Models for Event History Data: Applications in
Behavioral Science 219
Stephen L. Rathbun, Saul Shiffman, and ChadJ. Gwaltney
10.1 Ecological Momentary Assessment of Smoking 222
10.2 Point Process Models 224
10.3 Application: An EMA Study of Smoking Data 228
10.4 Discussion of Results 242
10.5 Multivariate Point Patterns 245
11 Emerging Technologies and Next-Generation Intensive Longitudinal
Data Collection 254
Sarah M. Nusser, Stephen S. Intille, and Ranjan Maitra
11.1 Intensive Data Collection Systems 256
11.2 Statistical Issues for Intensive Longitudinal Measurement 265
11.3 Summary 274
Index 279
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| isbn | 9780195173444 0195173449 |
| language | English |
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| physical | XXII, 288 S. Ill., graph. Darst. |
| publishDate | 2006 |
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| publisher | Oxford University Press |
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| spelling | Models for intensive longitudinal data ed. by Theodore A. Walls ... New York, NY [u.a.] Oxford University Press 2006 XXII, 288 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Includes bibliographical references and index Sozialwissenschaften Social sciences Research Statistical methods Social sciences Longitudinal studies Longitudinal method Walls, Theodore A. Sonstige oth http://www.loc.gov/catdir/enhancements/fy0636/2005047269-d.html Publisher description http://www.loc.gov/catdir/enhancements/fy0636/2005047269-t.html Table of contents only http://www.loc.gov/catdir/enhancements/fy0723/2005047269-b.html Contributor biographical information HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=020191084&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Models for intensive longitudinal data Sozialwissenschaften Social sciences Research Statistical methods Social sciences Longitudinal studies Longitudinal method |
| title | Models for intensive longitudinal data |
| title_auth | Models for intensive longitudinal data |
| title_exact_search | Models for intensive longitudinal data |
| title_full | Models for intensive longitudinal data ed. by Theodore A. Walls ... |
| title_fullStr | Models for intensive longitudinal data ed. by Theodore A. Walls ... |
| title_full_unstemmed | Models for intensive longitudinal data ed. by Theodore A. Walls ... |
| title_short | Models for intensive longitudinal data |
| title_sort | models for intensive longitudinal data |
| topic | Sozialwissenschaften Social sciences Research Statistical methods Social sciences Longitudinal studies Longitudinal method |
| topic_facet | Sozialwissenschaften Social sciences Research Statistical methods Social sciences Longitudinal studies Longitudinal method |
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