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Exponential Families in Theory and Practice
Engelsk Paperback
Exponential Families in Theory and Practice
Engelsk Paperback

422 kr
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Om denne bog
During the past half-century, exponential families have attained a position at the center of parametric statistical inference. Theoretical advances have been matched, and more than matched, in the world of applications, where logistic regression by itself has become the go-to methodology in medical statistics, computer-based prediction algorithms, and the social sciences. This book is based on a one-semester graduate course for first year Ph.D. and advanced master''s students. After presenting the basic structure of univariate and multivariate exponential families, their application to generalized linear models including logistic and Poisson regression is described in detail, emphasizing geometrical ideas, computational practice, and the analogy with ordinary linear regression. Connections are made with a variety of current statistical methodologies: missing data, survival analysis and proportional hazards, false discovery rates, bootstrapping, and empirical Bayes analysis. The book connects exponential family theory with its applications in a way that doesn''t require advanced mathematical preparation.
Product detaljer
Sprog:
Engelsk
Sider:
262
ISBN-13:
9781108715669
Indbinding:
Paperback
Udgave:
ISBN-10:
1108715664
Kategori:
Udg. Dato:
15 dec 2022
Længde:
24mm
Bredde:
152mm
Højde:
229mm
Forlag:
Cambridge University Press
Oplagsdato:
15 dec 2022
Forfatter(e):
Kategori sammenhænge