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Statistical Modelling by Exponential Families

$10.00
Statistical Modelling by Exponential Families
Full access account to all ebooks! Click for details.

Statistical Modelling by Exponential Families

$10.00

(Institute of Mathematical Statistics Textbooks) 1st Edition 

by Rolf Sundberg (Author) 

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.

Year:
2019
Pages:
297
Language:
English
Format:
PDF
Size:
3 MB
ISBN-10:
1108701116, 1108476597
ISBN-13:
978-1108701112, 978-1108476591
ASIN:
B07T9MD72W