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portada Mixed-Effects Models and Small Area Estimation
Type
Physical Book
Author
Publisher
Language
English
Pages
121
Format
Paperback
Dimensions
23.4 x 15.6 x 0.7 cm
Weight
0.20 kg.
ISBN13
9789811994852
Categories

Mixed-Effects Models and Small Area Estimation

Shonosuke Sugasawa (Author) · Tatsuya Kubokawa (Author) · Springer · Paperback

Mixed-Effects Models and Small Area Estimation - Sugasawa, Shonosuke ; Kubokawa, Tatsuya

New Book Imported to Taiwan
Delivery: 04 Sep - 14 Sep Shipping: 4 to 5 business days.
NT$ 2,159
NT$ 2,159

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Synopsis "Mixed-Effects Models and Small Area Estimation "

This book provides a self-contained introduction of mixed-effects models and small area estimation techniques. In particular, it focuses on both introducing classical theory and reviewing the latest methods. First, basic issues of mixed-effects models, such as parameter estimation, random effects prediction, variable selection, and asymptotic theory, are introduced. Standard mixed-effects models used in small area estimation, known as the Fay-Herriot model and the nested error regression model, are then introduced. Both frequentist and Bayesian approaches are given to compute predictors of small area parameters of interest. For measuring uncertainty of the predictors, several methods to calculate mean squared errors and confidence intervals are discussed. Various advanced approaches using mixed-effects models are introduced, from frequentist to Bayesian approaches. This book is helpful for researchers and graduate students in fields requiring data analysis skills as well as in mathematical statistics.

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