Growth Curve Models and Statistical Diagnostics

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ISBN-13:
9781441928641
Veröffentl:
2011
Einband:
Paperback
Erscheinungsdatum:
09.10.2011
Seiten:
408
Autor:
Kai-Tai Fang
Gewicht:
616 g
Format:
235x155x23 mm
Serie:
Springer Series in Statistics
Sprache:
Englisch
Beschreibung:

Growth-curve models are generalized multivariate analysis-of-variance models. These models are especially useful for investigating growth problems on short times in economics, biology, medical research, and epidemiology. This book systematically introduces the theory of the GCM with particular emphasis on their multivariate statistical diagnostics, which are based mainly on recent developments made by the authors and their collaborators. The authors provide complete proofs of theorems as well as practical data sets and MATLAB code.
Introduction * Generalized Least Square Estimation * Maximum Likelihood Estimation * Discordant Outlier and Influential Observation * Likelihood-Based Local Influence * Bayesian Influence Assessment * Bayesian Local Influence

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