Methods and Applications of Longitudinal Data Analysis

Written By Xian Liu
Methods and Applications of Longitudinal Data Analysis
  • Publsiher : Elsevier
  • Release : 11 September 2015
  • ISBN : 0128014822
  • Pages : 530 pages
  • Rating : /5 from reviews
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Download or read book entitled Methods and Applications of Longitudinal Data Analysis by author: Xian Liu which was release on 11 September 2015 and published by Elsevier with total page 530 pages . This book available in PDF, EPUB and Kindle Format. Methods and Applications of Longitudinal Data Analysis describes methods for the analysis of longitudinal data in the medical, biological and behavioral sciences. It introduces basic concepts and functions including a variety of regression models, and their practical applications across many areas of research. Statistical procedures featured within the text include: descriptive methods for delineating trends over time linear mixed regression models with both fixed and random effects covariance pattern models on correlated errors generalized estimating equations nonlinear regression models for categorical repeated measurements techniques for analyzing longitudinal data with non-ignorable missing observations Emphasis is given to applications of these methods, using substantial empirical illustrations, designed to help users of statistics better analyze and understand longitudinal data. Methods and Applications of Longitudinal Data Analysis equips both graduate students and professionals to confidently apply longitudinal data analysis to their particular discipline. It also provides a valuable reference source for applied statisticians, demographers and other quantitative methodologists. From novice to professional: this book starts with the introduction of basic models and ends with the description of some of the most advanced models in longitudinal data analysis Enables students to select the correct statistical methods to apply to their longitudinal data and avoid the pitfalls associated with incorrect selection Identifies the limitations of classical repeated measures models and describes newly developed techniques, along with real-world examples.

Methods and Applications of Longitudinal Data Analysis

Methods and Applications of Longitudinal Data Analysis
  • Author : Xian Liu
  • Publisher : Elsevier
  • Release Date : 2015-09-11
  • Total pages : 530
  • ISBN : 0128014822
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Summary : Methods and Applications of Longitudinal Data Analysis describes methods for the analysis of longitudinal data in the medical, biological and behavioral sciences. It introduces basic concepts and functions including a variety of regression models, and their practical applications across many areas of research. Statistical procedures featured within the text include: ...

Applied Longitudinal Analysis

Applied Longitudinal Analysis
  • Author : Garrett M. Fitzmaurice,Nan M. Laird,James H. Ware
  • Publisher : John Wiley & Sons
  • Release Date : 2012-10-23
  • Total pages : 740
  • ISBN : 0128014822
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Summary : Praise for the First Edition ". . . [this book] should be on the shelf of everyone interestedin . . . longitudinal data analysis." —Journal of the American Statistical Association Features newly developed topics and applications of theanalysis of longitudinal data Applied Longitudinal Analysis, Second Edition presentsmodern methods for analyzing data from longitudinal studies and nowfeatures ...

Longitudinal Data Analysis

Longitudinal Data Analysis
  • Author : Donald Hedeker,Robert D. Gibbons
  • Publisher : John Wiley & Sons
  • Release Date : 2006-05-12
  • Total pages : 360
  • ISBN : 0128014822
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Summary : 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 ...

Analysis of Longitudinal Data

Analysis of Longitudinal Data
  • Author : Peter Diggle,Patrick Heagerty,Kung-Yee Liang,Scott Zeger
  • Publisher : OUP Oxford
  • Release Date : 2013-03-14
  • Total pages : 400
  • ISBN : 0128014822
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Summary : The first edition of Analysis for Longitudinal Data has become a classic. Describing the statistical models and methods for the analysis of longitudinal data, it covers both the underlying statistical theory of each method, and its application to a range of examples from the agricultural and biomedical sciences. The main ...

Analysis of Mixed Data

Analysis of Mixed Data
  • Author : Alexander R. de Leon,Keumhee Carriere Chough
  • Publisher : CRC Press
  • Release Date : 2013-01-16
  • Total pages : 262
  • ISBN : 0128014822
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Summary : A comprehensive source on mixed data analysis, Analysis of Mixed Data: Methods & Applications summarizes the fundamental developments in the field. Case studies are used extensively throughout the book to illustrate interesting applications from economics, medicine and health, marketing, and genetics. Carefully edited for smooth readability and...

Correlated Data Analysis Modeling Analytics and Applications

Correlated Data Analysis  Modeling  Analytics  and Applications
  • Author : Peter X. -K. Song
  • Publisher : Springer Science & Business Media
  • Release Date : 2007-06-30
  • Total pages : 352
  • ISBN : 0128014822
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Summary : This book covers recent developments in correlated data analysis. It utilizes the class of dispersion models as marginal components in the formulation of joint models for correlated data. This enables the book to cover a broader range of data types than the traditional generalized linear models. The reader is provided ...

Applied Longitudinal Data Analysis for Epidemiology

Applied Longitudinal Data Analysis for Epidemiology
  • Author : Jos W. R. Twisk
  • Publisher : Cambridge University Press
  • Release Date : 2013-05-09
  • Total pages : 321
  • ISBN : 0128014822
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Summary : A practical guide to the most important techniques available for longitudinal data analysis, essential for non-statisticians and researchers....

Longitudinal Data Analysis

Longitudinal Data Analysis
  • Author : Jason Newsom,Richard N. Jones,Scott M. Hofer
  • Publisher : Routledge
  • Release Date : 2012-05-22
  • Total pages : 405
  • ISBN : 0128014822
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Summary : First Published in 2012. Routledge is an imprint of Taylor & Francis, an informa company....

Statistical Analysis with Measurement Error or Misclassification

Statistical Analysis with Measurement Error or Misclassification
  • Author : Grace Y. Yi
  • Publisher : Springer
  • Release Date : 2017-08-02
  • Total pages : 479
  • ISBN : 0128014822
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Summary : This monograph on measurement error and misclassification covers a broad range of problems and emphasizes unique features in modeling and analyzing problems arising from medical research and epidemiological studies. Many measurement error and misclassification problems have been addressed in various fields over the years as well as with a wide ...

Multilevel Analysis

Multilevel Analysis
  • Author : Joop J. Hox,Mirjam Moerbeek,Rens van de Schoot
  • Publisher : Routledge
  • Release Date : 2010-09-13
  • Total pages : 392
  • ISBN : 0128014822
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Summary : This practical introduction helps readers apply multilevel techniques to their research. Noted as an accessible introduction, the book also includes advanced extensions, making it useful as both an introduction and as a reference to students, researchers, and methodologists. Basic models and examples are discussed in non-technical terms with an emphasis ...

Longitudinal Research

Longitudinal Research
  • Author : Scott Menard
  • Publisher : SAGE
  • Release Date : 2002-07-19
  • Total pages : 93
  • ISBN : 0128014822
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Summary : "Since ... writing the first edition of this monograph in 1990, ... the 1990s have seen an increasing focus on more sophisticated approaches to dealing with missing data in both cross-sectional and longitudinal research. Software applicable to longitudinal research has also improved, and more evidence for the rapid pace of change in longitudinal ...

Methods and Applications of Statistics in the Life and Health Sciences

Methods and Applications of Statistics in the Life and Health Sciences
  • Author : N. Balakrishnan
  • Publisher : John Wiley & Sons
  • Release Date : 2010-01
  • Total pages : 986
  • ISBN : 0128014822
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Summary : "Data collection holds an essential part in dictating the future of health sciences and public health, as the compilation of statistics allows researchers and medical practitioners to monitor trends in health status, identify health problems, and evaluate the impact of health policies and programs. Methods and Applications of Statistics in ...

Multilevel Analysis

Multilevel Analysis
  • Author : Joop Hox
  • Publisher : Routledge
  • Release Date : 2002-04-01
  • Total pages : 320
  • ISBN : 0128014822
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Summary : An introductory level bk for applied researchers. It assumes that readers have a basic knowledge of social science statistics, including analysis of variance & multiple regression. The book has been used in several multilevel courses including one at the...

Longitudinal Multivariate Psychology

Longitudinal Multivariate Psychology
  • Author : Emilio Ferrer,Steven M. Boker,Kevin J. Grimm
  • Publisher : Routledge
  • Release Date : 2018-10-09
  • Total pages : 348
  • ISBN : 0128014822
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Summary : This volume presents a collection of chapters focused on the study of multivariate change. As people develop and change, multivariate measurement of that change and analysis of those measures can illuminate the regularities in the trajectories of individual development, as well as time-dependent changes in population averages. As longitudinal data ...

Nonparametric Analysis of Longitudinal Data in Factorial Experiments

Nonparametric Analysis of Longitudinal Data in Factorial Experiments
  • Author : Edgar Brunner,Sebastian Domhof,Frank Langer
  • Publisher : Wiley-Interscience
  • Release Date : 2002
  • Total pages : 261
  • ISBN : 0128014822
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Summary : The authoritative reference on nonparametric methods for evaluating longitudinal data in factorial designs Broadening the range of techniques that can be used to evaluate longitudinal data, Nonparametric Analysis of Longitudinal Data in Factorial Experiments presents nonparametric methods of evaluation that supplement the generalized linear models approach. Emphasizing the practical application ...