Analysis of Repeated Measures Data

Business & Finance, Economics, Statistics, Nonfiction, Science & Nature, Mathematics
Cover of the book Analysis of Repeated Measures Data by M. Ataharul Islam, Rafiqul I Chowdhury, Springer Singapore
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: M. Ataharul Islam, Rafiqul I Chowdhury ISBN: 9789811037948
Publisher: Springer Singapore Publication: July 6, 2017
Imprint: Springer Language: English
Author: M. Ataharul Islam, Rafiqul I Chowdhury
ISBN: 9789811037948
Publisher: Springer Singapore
Publication: July 6, 2017
Imprint: Springer
Language: English

This book presents a broad range of statistical techniques to address emerging needs in the field of repeated measures. It also provides a comprehensive overview of extensions of generalized linear models for the bivariate exponential family of distributions, which represent a new development in analysing repeated measures data. The demand for statistical models for correlated outcomes has grown rapidly recently, mainly due to presence of two types of underlying associations: associations between outcomes, and associations between explanatory variables and outcomes.

The book systematically addresses key problems arising in the modelling of repeated measures data, bearing in mind those factors that play a major role in estimating the underlying relationships between covariates and outcome variables for correlated outcome data. In addition, it presents new approaches to addressing current challenges in the field of repeated measures and models based on conditional and joint probabilities. Markov models of first and higher orders are used for conditional models in addition to conditional probabilities as a function of covariates. Similarly, joint models are developed using both marginal-conditional probabilities as well as joint probabilities as a function of covariates. 

In addition to generalized linear models for bivariate outcomes, it highlights extended semi-parametric models for continuous failure time data and their applications in order to include models for a broader range of outcome variables that researchers encounter in various fields. The book further discusses the problem of analysing repeated measures data for failure time in the competing risk framework, which is now taking on an increasingly important role in the field of survival analysis, reliability and actuarial science. Details on how to perform the analyses are included in each chapter and supplemented with newly developed R packages and functions along with SAS codes and macro/IML. It is a valuable resource for researchers, graduate students and other users of statistical techniques for analysing repeated measures data.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

This book presents a broad range of statistical techniques to address emerging needs in the field of repeated measures. It also provides a comprehensive overview of extensions of generalized linear models for the bivariate exponential family of distributions, which represent a new development in analysing repeated measures data. The demand for statistical models for correlated outcomes has grown rapidly recently, mainly due to presence of two types of underlying associations: associations between outcomes, and associations between explanatory variables and outcomes.

The book systematically addresses key problems arising in the modelling of repeated measures data, bearing in mind those factors that play a major role in estimating the underlying relationships between covariates and outcome variables for correlated outcome data. In addition, it presents new approaches to addressing current challenges in the field of repeated measures and models based on conditional and joint probabilities. Markov models of first and higher orders are used for conditional models in addition to conditional probabilities as a function of covariates. Similarly, joint models are developed using both marginal-conditional probabilities as well as joint probabilities as a function of covariates. 

In addition to generalized linear models for bivariate outcomes, it highlights extended semi-parametric models for continuous failure time data and their applications in order to include models for a broader range of outcome variables that researchers encounter in various fields. The book further discusses the problem of analysing repeated measures data for failure time in the competing risk framework, which is now taking on an increasingly important role in the field of survival analysis, reliability and actuarial science. Details on how to perform the analyses are included in each chapter and supplemented with newly developed R packages and functions along with SAS codes and macro/IML. It is a valuable resource for researchers, graduate students and other users of statistical techniques for analysing repeated measures data.

More books from Springer Singapore

Cover of the book Molecular Simulation Studies on Thermophysical Properties by M. Ataharul Islam, Rafiqul I Chowdhury
Cover of the book Community Pest Management in Practice by M. Ataharul Islam, Rafiqul I Chowdhury
Cover of the book Proceedings of SAE-China Congress 2016: Selected Papers by M. Ataharul Islam, Rafiqul I Chowdhury
Cover of the book Negotiating multiple identities by M. Ataharul Islam, Rafiqul I Chowdhury
Cover of the book Smart Trends in Information Technology and Computer Communications by M. Ataharul Islam, Rafiqul I Chowdhury
Cover of the book Applications of Computing and Communication Technologies by M. Ataharul Islam, Rafiqul I Chowdhury
Cover of the book Playable Cities by M. Ataharul Islam, Rafiqul I Chowdhury
Cover of the book Labor’s Share of Income by M. Ataharul Islam, Rafiqul I Chowdhury
Cover of the book Exploring Sustainable Land Use in Monsoon Asia by M. Ataharul Islam, Rafiqul I Chowdhury
Cover of the book Optical Precursors by M. Ataharul Islam, Rafiqul I Chowdhury
Cover of the book The Development of Railway Technology in East Asia in Comparative Perspective by M. Ataharul Islam, Rafiqul I Chowdhury
Cover of the book Fabrication of Metal–Organic Framework Derived Nanomaterials and Their Electrochemical Applications by M. Ataharul Islam, Rafiqul I Chowdhury
Cover of the book Non-discrimination and Trade in Services by M. Ataharul Islam, Rafiqul I Chowdhury
Cover of the book Social Cultural Engineering and the Singaporean State by M. Ataharul Islam, Rafiqul I Chowdhury
Cover of the book Wireless Positioning: Principles and Practice by M. Ataharul Islam, Rafiqul I Chowdhury
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy