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Language: English
Published by Springer (India) Private Limited, 2021
ISBN 10: 1071612816 ISBN 13: 9781071612811
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Published by Springer (India) Private Limited, 2021
ISBN 10: 1071612816 ISBN 13: 9781071612811
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Language: English
Published by Springer (India) Private Limited, 2021
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Taschenbuch. Condition: Neu. Linear and Generalized Linear Mixed Models and Their Applications | Jiming Jiang (u. a.) | Taschenbuch | xiv | Englisch | 2022 | Springer | EAN 9781071612842 | Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg, juergen[dot]hartmann[at]springer[dot]com | Anbieter: preigu.
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Buch. Condition: Neu. Druck auf Anfrage Neuware - Printed after ordering - Now in its second edition, this book covers two major classes of mixed effects models-linear mixed models and generalized linear mixed models-and it presents an up-to-date account of theory and methods in analysis of these models as well as their applications in various fields. It offers a systematic approach to inference about non-Gaussian linear mixed models. Furthermore, it discusses the latest developments and methods in the field, incorporating relevant updates since publication of the first edition. These include advances in high-dimensional linear mixed models in genome-wide association studies (GWAS), advances in inference about generalized linear mixed models with crossed random effects, new methods in mixed model prediction, mixed model selection, and mixed model diagnostics. This book is suitable for students, researchers, and practitioners who are interested in using mixed models for statistical data analysis with public health applications. It is best for graduate courses in statistics, or for those who have taken a first course in mathematical statistics, are familiar with using computers for data analysis, and have a foundational background in calculus and linear algebra.
Taschenbuch. Condition: Neu. Druck auf Anfrage Neuware - Printed after ordering - Now in its second edition, this book covers two major classes of mixed effects models-linear mixed models and generalized linear mixed models-and it presents an up-to-date account of theory and methods in analysis of these models as well as their applications in various fields. It offers a systematic approach to inference about non-Gaussian linear mixed models. Furthermore, it discusses the latest developments and methods in the field, incorporating relevant updates since publication of the first edition. These include advances in high-dimensional linear mixed models in genome-wide association studies (GWAS), advances in inference about generalized linear mixed models with crossed random effects, new methods in mixed model prediction, mixed model selection, and mixed model diagnostics. This book is suitable for students, researchers, and practitioners who are interested in using mixed models for statistical data analysis with public health applications. It is best for graduate courses in statistics, or for those who have taken a first course in mathematical statistics, are familiar with using computers for data analysis, and have a foundational background in calculus and linear algebra.
Gebunden. Condition: New. Concentrates on two major classes of mixed effects models, linear mixed models and generalized linear mixed modelsOffers an up-to-date account of theory and methods in the analysis of these models as well as their applications in various fields.
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Language: English
Published by Springer, Berlin, Springer, 2007
ISBN 10: 0387479414 ISBN 13: 9780387479415
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Buch. Condition: Neu. Neuware - Over the past decade there has been an explosion of developments in mixed e ects models and their applications. This book concentrates on two major classes of mixed e ects models, linear mixed models and generalized linear mixed models, with the intention of o ering an up-to-date account of theory and methods in the analysis of these models as well as their applications in various elds. The rst two chapters are devoted to linear mixed models. We classify l- ear mixed models as Gaussian (linear) mixed models and non-Gaussian linear mixed models. There have been extensive studies in estimation in Gaussian mixed models as well as tests and con dence intervals. On the other hand, the literature on non-Gaussian linear mixed models is much less extensive, partially because of the di culties in inference about these models. However, non-Gaussian linear mixed models are important because, in practice, one is never certain that normality holds. This book o ers a systematic approach to inference about non-Gaussian linear mixed models. In particular, it has included recently developed methods, such as partially observed information, iterative weighted least squares, and jackknife in the context of mixed models. Other new methods introduced in this book include goodness-of- t tests, p- diction intervals, and mixed model selection. These are, of course, in addition to traditional topics such as maximum likelihood and restricted maximum likelihood in Gaussian mixed models.