9781108701112-1108701116-Statistical Modelling by Exponential Families (Institute of Mathematical Statistics Textbooks)

Statistical Modelling by Exponential Families (Institute of Mathematical Statistics Textbooks)

ISBN-13: 9781108701112
ISBN-10: 1108701116
Edition: 1
Author: Sundberg, Rolf
Publication date: 2019
Publisher: Cambridge University Press
Format: Paperback 296 pages
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Book details

ISBN-13: 9781108701112
ISBN-10: 1108701116
Edition: 1
Author: Sundberg, Rolf
Publication date: 2019
Publisher: Cambridge University Press
Format: Paperback 296 pages

Summary

Acknowledged authors Sundberg, Rolf wrote Statistical Modelling by Exponential Families (Institute of Mathematical Statistics Textbooks) comprising 296 pages back in 2019. Textbook and eTextbook are published under ISBN 1108701116 and 9781108701112. Since then Statistical Modelling by Exponential Families (Institute of Mathematical Statistics Textbooks) textbook was available to sell back to BooksRun online for the top buyback price or rent at the marketplace.

Description

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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