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Linear and Generalized Linear Mixed Models and Their Applications

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Focusing on mixed effects models, this second edition provides a comprehensive overview of linear and generalized linear mixed models, emphasizing their theoretical foundations and practical applications across various disciplines. It systematically addresses inference for non-Gaussian models and incorporates recent advancements, including high-dimensional models in genome-wide association studies, new methods for prediction, selection, and diagnostics. The book serves as an essential resource for understanding the evolving landscape of mixed model analysis.

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Linear and Generalized Linear Mixed Models and Their Applications, Jiming Jiang, Thuan Nguyen

Jazyk
Rok vydania
2022
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Titul
Linear and Generalized Linear Mixed Models and Their Applications
Jazyk
anglicky
Rok vydania
2022
Väzba
mäkká
Počet strán
360
ISBN13
9781071612842
Série
Hodnotenie
3 z 5
Anotácia
Focusing on mixed effects models, this second edition provides a comprehensive overview of linear and generalized linear mixed models, emphasizing their theoretical foundations and practical applications across various disciplines. It systematically addresses inference for non-Gaussian models and incorporates recent advancements, including high-dimensional models in genome-wide association studies, new methods for prediction, selection, and diagnostics. The book serves as an essential resource for understanding the evolving landscape of mixed model analysis.