Statistical Modelling by Exponential Families: Series Number 12 (Institute of Mathematical Statistics Textbooks, Series Number 12) - Image 1

£36.29

Cambridge University Press Statistical Modelling by Exponential Families: Series Number 12 (Institute of Mathematical Statistics Textbooks, Series Number 12)

Name: Statistical Modelling by Exponential Families: Series Number 12 (Institute of Mathematical Statistics Textbooks, Series Number 12)
Brand: Cambridge University Press
Price: 36.29 GBP
Availability: InStock

Higher Education

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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.

Product Specifications

Brand: Cambridge University Press
Format: paperback
ASIN: 1108701116
Category: Books > Subjects > Science, Nature & Maths > Mathematics > Education > Higher Education
Domain: Amazon UK
Release Date: 29 August 2019
Listed Since: 16 January 2019

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Cambridge University Press Statistical Modelling by Exponential Families: Series Number 12 (Institute of Mathematical Statistics Textbooks, Series Number 12)

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