Statistical Modelling by Exponential Families (Paperback)

Language: English

Published by Cambridge University Press, Cambridge, 2019

1108701116 / 9781108701112

Series: Book 11 of 15 - Institute of Mathematical Statistics Textbooks

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Paperback. 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-Loef 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. This readable, digestible introduction to exponential families of distributions covers the essential theory and demonstrates its use in applications. Containing a vast set of examples and numerous exercises, it is written for graduate students and researchers with a background in basic statistical inference. This item is printed on demand. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability.…

Seller Inventory # 9781108701112

Title
Statistical Modelling by Exponential Families (Paperback)
Author
Rolf Sundberg
Publisher
Cambridge University Press, Cambridge
Publication year
2019
Condition
new
Binding
Paperback
Language
English
ISBN 10
1108701116
ISBN 13
9781108701112
Series
Book 11 of 15: Institute of Mathematical Statistics Textbooks

CitiRetail

Stevenage, United Kingdom

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AbeBooks seller since June 29, 2022

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