Applied Longitudinal Data Analysis

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Applied Longitudinal Data Analysis

Applied Longitudinal Data Analysis
Author: Judith D. Singer
Publisher: Oxford University Press
ISBN: 0199882401
Size: 58.64 MB
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Change is constant in everyday life. Infants crawl and then walk, children learn to read and write, teenagers mature in myriad ways, the elderly become frail and forgetful. Beyond these natural processes and events, external forces and interventions instigate and disrupt change: test scores may rise after a coaching course, drug abusers may remain abstinent after residential treatment. By charting changes over time and investigating whether and when events occur, researchers reveal the temporal rhythms of our lives. 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. Visit http://www.ats.ucla.edu/stat/examples/alda.htm for: · Downloadable data sets · Library of computer programs in SAS, SPSS, Stata, HLM, MLwiN, and more · Additional material for data analysis
Applied Longitudinal Data Analysis
Language: en
Pages: 644
Authors: Judith D. Singer, John B. Willett
Categories: Psychology
Type: BOOK - Published: 2003-03-27 - Publisher: Oxford University Press
Change is constant in everyday life. Infants crawl and then walk, children learn to read and write, teenagers mature in myriad ways, the elderly become frail and forgetful. Beyond these natural processes and events, external forces and interventions instigate and disrupt change: test scores may rise after a coaching course,
Applied Longitudinal Analysis
Language: en
Pages: 740
Authors: Garrett M. Fitzmaurice, Nan M. Laird, James H. Ware
Categories: Mathematics
Type: BOOK - Published: 2012-10-23 - Publisher: John Wiley & Sons
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
Applied Longitudinal Data Analysis
Language: en
Pages: 504
Authors: Marie Davidian
Categories: Mathematics
Type: BOOK - Published: 2010-08-01 - Publisher: Springer Verlag
The goal of this book is to provide an overview of statistical models and methods that are useful in the analysis of longitudinal data; that is, data in the form of repeated measurements on the same experimental unit over time. The intended audience is a combination of non- statistics graduate
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Language: en
Pages:
Authors: Marie Davidian
Categories: Mathematics
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Applied Longitudinal Data Analysis for Epidemiology
Language: en
Pages: 301
Authors: Jos W. R. Twisk
Categories: Medical
Type: BOOK - Published: 2003-03-27 - Publisher: Cambridge University Press
A practical guide to longitudinal data analysis in medical research and epidemiology.
Methods and Applications of Longitudinal Data Analysis
Language: en
Pages: 530
Authors: Xian Liu
Categories: Mathematics
Type: BOOK - Published: 2015-09-11 - Publisher: Elsevier
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:
Modeling Longitudinal Data
Language: en
Pages: 432
Authors: Robert E. Weiss
Categories: Medical
Type: BOOK - Published: 2006-12-06 - Publisher: Springer Science & Business Media
The book features many figures and tables illustrating longitudinal data and numerous homework problems. The associated web site contains many longitudinal data sets, examples of computer code, and labs to re-enforce the material. Weiss emphasizes continuous data rather than discrete data, graphical and covariance methods, and generalizations of regression rather
Linear Mixed Models for Longitudinal Data
Language: en
Pages: 570
Authors: Geert Verbeke, Geert Molenberghs
Categories: Mathematics
Type: BOOK - Published: 2009-04-28 - Publisher: Springer Science & Business Media
This book provides a comprehensive treatment of linear mixed models for continuous longitudinal data. Next to model formulation, this edition puts major emphasis on exploratory data analysis for all aspects of the model, such as the marginal model, subject-specific profiles, and residual covariance structure. Further, model diagnostics and missing data
Longitudinal Data Analysis
Language: en
Pages: 448
Authors: Professor Catrien C J H C J H Bijleveld, Leo J. Th. van der Kamp, Professor Leo J Th Van Der Kamp, Ab Mooijaart, Dr Willem A Van Der Van Der Kloot, Dr Rien Van Der Leeden, Eeke Van Der Burg
Categories: Analysis of variance
Type: BOOK - Published: 1998-10-26 - Publisher: SAGE
By looking at the processes of change over time - by carrying out longitudinal studies - researchers answer questions about learning, development, educational growth, social change and medical outcomes. However, longitudinal research has many faces. This book examines all the main approaches as well as newer developments (such as structural
Longitudinal Data Analysis
Language: en
Pages: 632
Authors: Garrett Fitzmaurice, Marie Davidian, Geert Verbeke, Geert Molenberghs
Categories: Mathematics
Type: BOOK - Published: 2008-08-11 - Publisher: CRC Press
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 and applications. It also focuses on