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Statistical Modelling by Exponential Families: 12 (Institute of Mathematical Statistics Textbooks) (in English)
Rolf Sundberg (Author)
·
Cambridge University Press
· Hardcover
Statistical Modelling by Exponential Families: 12 (Institute of Mathematical Statistics Textbooks) (in English) - Rolf Sundberg
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Synopsis "Statistical Modelling by Exponential Families: 12 (Institute of Mathematical Statistics Textbooks) (in English)"
This book is a readable, digestible introduction to exponential families, encompassing statistical models based on the most useful distributions in statistical theory, including the normal, gamma, binomial, Poisson, and negative binomial. Strongly motivated by applications, it presents the essential theory and then demonstrates the theory's practical potential by connecting it with developments in areas like item response analysis, social network models, conditional independence and latent variable structures, and point process models. Extensions to incomplete data models and generalized linear models are also included. In addition, the author gives a concise account of the philosophy of Per Martin-Löf in order to connect statistical modelling with ideas in statistical physics, including Boltzmann's law. Written for graduate students and researchers with a background in basic statistical inference, the book includes a vast set of examples demonstrating models for applications and exercises embedded within the text as well as at the ends of chapters.
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All books in our catalog are Original.
The book is written in English.
The binding of this edition is Hardcover.
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