Practical Longitudinal Data Analysis

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Practical Longitudinal Data Analysis

Author : David J. Hand
Publisher : Routledge
Page : 185 pages
File Size : 55,7 Mb
Release : 2017-10-06
Category : Mathematics
ISBN : 9781351422659

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Practical Longitudinal Data Analysis by David J. Hand Pdf

This text describes regression-based approaches to analyzing longitudinal and repeated measures data. It emphasizes statistical models, discusses the relationships between different approaches, and uses real data to illustrate practical applications. It uses commercially available software when it exists and illustrates the program code and output. The data appendix provides many real data sets-beyond those used for the examples-which can serve as the basis for exercises.

Applied Longitudinal Data Analysis for Epidemiology

Author : Jos W. R. Twisk
Publisher : Cambridge University Press
Page : 337 pages
File Size : 43,5 Mb
Release : 2013-05-09
Category : Medical
ISBN : 9781107030039

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Applied Longitudinal Data Analysis for Epidemiology by Jos W. R. Twisk Pdf

A practical guide to the most important techniques available for longitudinal data analysis, essential for non-statisticians and researchers.

Longitudinal Data Analysis

Author : Jason Newsom,Richard N. Jones,Scott M. Hofer
Publisher : Routledge
Page : 407 pages
File Size : 49,6 Mb
Release : 2013-06-19
Category : Psychology
ISBN : 9781136705472

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Longitudinal Data Analysis by Jason Newsom,Richard N. Jones,Scott M. Hofer Pdf

This book provides accessible treatment to state-of-the-art approaches to analyzing longitudinal studies. Comprehensive coverage of the most popular analysis tools allows readers to pick and choose the techniques that best fit their research. The analyses are illustrated with examples from major longitudinal data sets including practical information about their content and design. Illustrations from popular software packages offer tips on how to interpret the results. Each chapter features suggested readings for additional study and a list of articles that further illustrate how to implement the analysis and report the results. Syntax examples for several software packages for each of the chapter examples are provided at www.psypress.com/longitudinal-data-analysis. Although many of the examples address health or social science questions related to aging, readers from other disciplines will find the analyses relevant to their work. In addition to demonstrating statistical analysis of longitudinal data, the book shows how to interpret and analyze the results within the context of the research design. The methods covered in this book are applicable to a range of applied problems including short- to long-term longitudinal studies using a range of sample sizes. The book provides non-technical, practical introductions to the concepts and issues relevant to longitudinal analysis. Topics include use of publicly available data sets, weighting and adjusting for complex sampling designs with longitudinal studies, missing data and attrition, measurement issues related to longitudinal research, the use of ANOVA and regression for average change over time, mediation analysis, growth curve models, basic and advanced structural equation models, and survival analysis. An ideal supplement for graduate level courses on data analysis and/or longitudinal modeling taught in psychology, gerontology, public health, human development, family studies, medicine, sociology, social work, and other behavioral, social, and health sciences, this multidisciplinary book will also appeal to researchers in these fields.

Longitudinal Data Analysis for the Behavioral Sciences Using R

Author : Jeffrey D. Long
Publisher : SAGE
Page : 569 pages
File Size : 40,8 Mb
Release : 2012
Category : Social Science
ISBN : 9781412982689

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Longitudinal Data Analysis for the Behavioral Sciences Using R by Jeffrey D. Long Pdf

This book is a practical guide for the analysis of longitudinal behavioural data. Longitudinal data consist of repeated measures collected on the same subjects over time.

Practical Longitudinal Data Analysis

Author : David Hand
Publisher : Unknown
Page : 128 pages
File Size : 42,5 Mb
Release : 1996
Category : Electronic book
ISBN : OCLC:1066621343

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Practical Longitudinal Data Analysis by David Hand Pdf

Longitudinal Data Analysis

Author : Garrett Fitzmaurice,Marie Davidian,Geert Verbeke,Geert Molenberghs
Publisher : CRC Press
Page : 633 pages
File Size : 42,7 Mb
Release : 2008-08-11
Category : Mathematics
ISBN : 9781420011579

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Longitudinal Data Analysis by Garrett Fitzmaurice,Marie Davidian,Geert Verbeke,Geert Molenberghs Pdf

Although many books currently available describe statistical models and methods for analyzing longitudinal data, they do not highlight connections between various research threads in the statistical literature. Responding to this void, Longitudinal Data Analysis provides a clear, comprehensive, and unified overview of state-of-the-art theory

Longitudinal Data Analysis

Author : Toon Taris
Publisher : SAGE
Page : 182 pages
File Size : 55,5 Mb
Release : 2000-11-13
Category : Social Science
ISBN : 0761960279

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Longitudinal Data Analysis by Toon Taris Pdf

This accessible introduction to the theory and practice of longitudinal research takes the reader through the strengths and weaknesses of this kind of research, making clear: how to design a longitudinal study; how to collect data most effectively; how to make the best use of statistical techniques; and how to interpret results. Although the book provides a broad overview of the field, the focus is always on the practical issues arising out of longitudinal research. This book supplies the student with all that they need to get started and acts as a manual for dealing with opportunities and pitfalls. It is the ideal primer for this growing area of social research.

Longitudinal Data Analysis

Author : Donald Hedeker,Robert D. Gibbons
Publisher : John Wiley & Sons
Page : 360 pages
File Size : 48,9 Mb
Release : 2006-05-12
Category : Mathematics
ISBN : 9780470036471

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Longitudinal Data Analysis by Donald Hedeker,Robert D. Gibbons Pdf

Longitudinal data analysis for biomedical and behavioral sciences This innovative book sets forth and describes methods for the analysis of longitudinaldata, emphasizing applications to problems in the biomedical and behavioral sciences. Reflecting the growing importance and use of longitudinal data across many areas of research, the text is designed to help users of statistics better analyze and understand this type of data. Much of the material from the book grew out of a course taught by Dr. Hedeker on longitudinal data analysis. The material is, therefore, thoroughly classroom tested and includes a number of features designed to help readers better understand and apply the material. Statistical procedures featured within the text include: * Repeated measures analysis of variance * Multivariate analysis of variance for repeated measures * Random-effects regression models (RRM) * Covariance-pattern models * Generalized-estimating equations (GEE) models * Generalizations of RRM and GEE for categorical outcomes Practical in their approach, the authors emphasize the applications of the methods, using real-world examples for illustration. Some syntax examples are provided, although the authors do not generally focus on software in this book. Several datasets and computer syntax examples are posted on this title's companion Web site. The authors intend to keep the syntax examples current as new versions of the software programs emerge. This text is designed for both undergraduate and graduate courses in longitudinal data analysis. Instructors can take advantage of overheads and additional course materials available online for adopters. Applied statisticians in biomedicine and the social sciences can also use the book as a convenient reference.

What is Quantitative Longitudinal Data Analysis?

Author : Vernon Gayle,Paul Lambert
Publisher : Bloomsbury Publishing
Page : 172 pages
File Size : 43,5 Mb
Release : 2018-02-22
Category : Social Science
ISBN : 9781472515414

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What is Quantitative Longitudinal Data Analysis? by Vernon Gayle,Paul Lambert Pdf

This book is available as open access through the Bloomsbury Open Access programme and is available on www.bloomsburycollections.com. Across the social sciences, there is widespread agreement that quantitative longitudinal research designs offer analysts powerful scientific data resources. But, to date, many texts on analysing longitudinal social analysis surveys have been written from a statistical, rather than a social science data analysis perspective and they lack adequate coverage of common practical challenges associated with social science data analyses. This book provides a practical and up-to-date introduction to influential approaches to quantitative longitudinal data analysis in the social sciences. The book introduces definitions and terms, explains the relative attractions of such a longitudinal design, and offers an introduction to the main techniques of analysis, explaining their requirements, statistical properties and their substantive contribution. The book is designed for postgraduates and researchers across the social sciences considering the use of quantitative longitudinal data resources in their research. It will also be an excellent text for undergraduate and postgraduate courses on advanced quantitative methods.

Analysis of Longitudinal Data with Example

Author : You-Gan Wang,Liya Fu,Sudhir Paul
Publisher : CRC Press
Page : 213 pages
File Size : 46,6 Mb
Release : 2022-01-28
Category : Mathematics
ISBN : 9781351649674

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Analysis of Longitudinal Data with Example by You-Gan Wang,Liya Fu,Sudhir Paul Pdf

Development in methodology on longitudinal data is fast. Currently, there are a lack of intermediate /advanced level textbooks which introduce students and practicing statisticians to the updated methods on correlated data inference. This book will present a discussion of the modern approaches to inference, including the links between the theories of estimators and various types of efficient statistical models including likelihood-based approaches. The theory will be supported with practical examples of R-codes and R-packages applied to interesting case-studies from a number of different areas. Key Features: •Includes the most up-to-date methods •Use simple examples to demonstrate complex methods •Uses real data from a number of areas •Examples utilize R code

Modeling Longitudinal and Multilevel Data

Author : Todd D. Little,Kai U. Schnabel,J rgen Baumert
Publisher : Psychology Press
Page : 287 pages
File Size : 49,6 Mb
Release : 2000
Category : Computers
ISBN : 9781135675943

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Modeling Longitudinal and Multilevel Data by Todd D. Little,Kai U. Schnabel,J rgen Baumert Pdf

Experts on handling longitudinal & multiple-group data contribute various, practical, analytic approaches including SEM,LTA,GLM, and multi-level techniques.Includes helpful tips, applications and examples. Grad students & researchers in social & behavior

Applied Longitudinal Analysis

Author : Garrett M. Fitzmaurice,Nan M. Laird,James H. Ware
Publisher : John Wiley & Sons
Page : 540 pages
File Size : 49,7 Mb
Release : 2004-07
Category : Mathematics
ISBN : 0471214876

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Applied Longitudinal Analysis by Garrett M. Fitzmaurice,Nan M. Laird,James H. Ware Pdf

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Applied Longitudinal Data Analysis

Author : Judith D. Singer,John B. Willett
Publisher : Oxford University Press
Page : 672 pages
File Size : 51,9 Mb
Release : 2003-03-27
Category : Mathematics
ISBN : 0195152964

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Applied Longitudinal Data Analysis by Judith D. Singer,John B. Willett Pdf

By charting changes over time and investigating whether and when events occur, researchers reveal the temporal rhythms of our lives.

Intensive Longitudinal Methods

Author : Niall Bolger,Jean-Philippe Laurenceau
Publisher : Guilford Press
Page : 256 pages
File Size : 49,9 Mb
Release : 2013-01-22
Category : Psychology
ISBN : 9781462506927

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Intensive Longitudinal Methods by Niall Bolger,Jean-Philippe Laurenceau Pdf

This book offers a complete, practical guide to doing an intensive longitudinal study with individuals, dyads, or groups. It provides the tools for studying social, psychological, and physiological processes in everyday contexts, using methods such as diary and experience sampling. A range of engaging, worked-through research examples with datasets are featured. Coverage includes how to: select the best intensive longitudinal design for a particular research question, apply multilevel models to within-subject designs, model within-subject change processes for continuous and categorical outcomes, assess the reliability of within-subject changes, assure sufficient statistical power, and more. Several end-of-chapter write-ups illustrate effective ways to present study findings for publication. Datasets and output in SPSS, SAS, Mplus, HLM, MLwiN, and R for the examples are available on the companion website (www.intensivelongitudinal.com).

Applied Longitudinal Data Analysis for Medical Science

Author : Jos W. R. Twisk
Publisher : Cambridge University Press
Page : 271 pages
File Size : 47,7 Mb
Release : 2023-05-31
Category : Medical
ISBN : 9781009288040

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Applied Longitudinal Data Analysis for Medical Science by Jos W. R. Twisk Pdf

Discusses methods available for longitudinal data analysis in non-technical language, allowing readers to apply techniques easily to their work. Aimed at non-statisticians and researchers working in medical science and utilising longitudinal studies, the interpretation of the results of various methods of analysis is emphasised.