Cited by 594Statistical Methods and Bayesian InferenceStatistical Methods in EpidemiologyStatistical Methods in Clinical Trials

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Applied Longitudinal Data Analysis for Epidemiology: A Practical Guide

Twisk, Jos W. R.·2013·Cambridge University Press eBooks

DOI 10.1017/cbo9781139342834

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Abstract

This book discusses the most important techniques available for longitudinal data analysis, from simple techniques such as the paired t-test and summary statistics, to more sophisticated ones such as generalized estimating of equations and mixed model analysis. A distinction is made between longitudinal analysis with continuous, dichotomous and categorical outcome variables. The emphasis of the discussion lies in the interpretation and comparison of the results of the different techniques. The second edition includes new chapters on the role of the time variable and presents new features of longitudinal data analysis. Explanations have been clarified where necessary and several chapters have been completely rewritten. The analysis of data from experimental studies and the problem of missing data in longitudinal studies are discussed. Finally, an extensive overview and comparison of different software packages is provided. This practical guide is essential for non-statisticians and researchers working with longitudinal data from epidemiological and clinical studies.

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Self-citation
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Self-citation
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Self-citation
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“Dies gilt als Standardvorgehen bei der Modellierung von Längsschnittdaten (Twisk 2013).”
BackgroundInfluential
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Self-citation
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Long-term effects of mentalization-based treatment for psychotic disorder: a 5-year follow-up of a multi-center, randomized-controlled trial
Weijers, J., Debbané, M., ten Kate, C., van Kaam, F. V., de Winter, R. D., Eurelings-Bontekoe, E., & Selten, J. (2026) · Psychological Medicine · doi:10.1017/s0033291725102821 · Cited by 1
Change and Tracking of Physical Fitness Among Children Aged 5–12 Years: A Systematic Review
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A 15-Year Longitudinal Case-Control Study of the Psychosocial Outcomes of Sexual Orientation Disclosure to Parents Among Chinese Gay Men
Yu, Y., Ren, Z., Huang, W., & Qin, K. (2026) · Sexuality Research and Social Policy · doi:10.1007/s13178-026-01329-2 · Cited by 1
Reappraising gestational hyperglycaemia: a manifestation of lifelong glycaemia or a correlation of glycaemic indices across life stages
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Longitudinal Association of Physical-Psychological-Cognitive Multimorbidity With Health Care Utilization and Costs Among Middle-Aged and Older People in China
Qu, X., Wang, Q., Xue, H., et al. (2026) · Asia Pacific Journal of Public Health · doi:10.1177/10105395261458501 · Cited by 1
Effect of prior exposure to hand-transmitted vibration on cold response of digital arteries
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Sample-Size Calculations
Twisk, J. W. R. (2019) · Cambridge University Press eBooks · doi:10.1017/9781108635660.013 · Cited by 1
Self-citation
Analysis of Longitudinal Regression Model Using the Generalized Estimating Equation (GEE) for the Child Welfare Composite Index (CWCI) in West Java
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Introduction
Twisk, J. W. R. (2021) · Springer eBooks · doi:10.1007/978-3-030-81865-4_1 · Cited by 1
Self-citation
Meta-Analysis on Individual Participant Data
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Self-citation
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“Given multiple observations within each individual, a linear mixed model is an appropriate analysis, i.e., the data are not independent such as the case is in longitudinal studies [35].”
Background
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“While we used the most appropriate analysis technique to handle missing data (Twisk, 2013), the substantial drop-out might have affected the results.”
Influential
Residential Segregation and Framingham 30-Year Cardiovascular Disease Risk Among Black and White Young Adults in the National Longitudinal Study of Adolescent to Adult Health
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School Segregation During Adolescence is Associated with Higher 30-Year Cardiovascular Risk of Black but not White Young Adults
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Adverse Childhood Experiences in the First 1000 Days of Life and Dental Caries Experience From Age 31 to 61 Months
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“They also account for the correlations that occur among repeated measurements from the same individual [27, 28].”

Authors: Twisk, J. W. R.
Affiliations: Vrije Universiteit Amsterdam (NL)
Corresponding author: Twisk, Jos W. R.
ORCID: Twisk, Jos W. R.
Venue: Cambridge University Press eBooks
Publisher: Cambridge University Press
Published: 2013-05-05
DOI: 10.1017/cbo9781139342834
OpenAlex: W4251962509
Cited by: 593
References: 0
Citations by year: 2026: 45 · 2025: 34 · 2024: 47 · 2023: 39 · 2022: 48 · 2021: 48 · 2020: 55 · 2019: 66 · 2018: 36 · 2017: 36 · 2016: 33 · 2015: 33 · 2014: 14 · 2013: 8
FWCI: 6.66
Type: book
Language: en
Open access: closed
Licence: www.cambridge.org/core/terms (unspecified)
Locations: Cambridge University Press eBooks (publishedVersion)
Topics: Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods and Bayesian Inference
Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods in Epidemiology
Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods in Clinical Trials
Keywords: longitudinal analysis, generalized estimating equations, mixed models, paired t-test, summary statistics, time variable, experimental study, missing data, statistical software comparison, epidemiology

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Applied Longitudinal Data Analysis for Epidemiology: A Practical Guide

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