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Statistical Modelling by Exponential Families Sundberg Hardback 9781108476591
Statistical Modelling by Exponential Families Sundberg Hardback 9781108476591
Statistical Modelling by Exponential Families Sundberg Hardback 9781108476591
Statistical Modelling by Exponential Families Sundberg Hardback 9781108476591
Statistical Modelling by Exponential Families Sundberg Hardback 9781108476591
Statistical Modelling by Exponential Families Sundberg Hardback 9781108476591
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Statistical Modelling by Exponential Families Sundberg Hardback 9781108476591

Statistical Modelling by Exponential FamiliesAuthor(s): Rolf Sundberg

Format: Hardback

Publisher: Cambridge University Press, United Kingdom

Imprint: Cambridge University Press

ISBN-13: 9781108476591, 978-1108476591

Synopsis

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-Lf in order to connect statistical modelling with ideas in .

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Statistical Modelling by Exponential Families Sundberg Hardback 9781108476591

Statistical Modelling by Exponential FamiliesAuthor(s): Rolf Sundberg

Format: Hardback

Publisher: Cambridge University Press, United Kingdom

Imprint: Cambridge University Press

ISBN-13: 9781108476591, 978-1108476591

Synopsis

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-Lf in order to connect statistical modelling with ideas in .

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£140.85
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Product Description

Statistical Modelling by Exponential FamiliesAuthor(s): Rolf Sundberg

Format: Hardback

Publisher: Cambridge University Press, United Kingdom

Imprint: Cambridge University Press

ISBN-13: 9781108476591, 978-1108476591

Synopsis

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-Lf in order to connect statistical modelling with ideas in .

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format

hardcover

Language

english

series

institute of mathematical statistics textbooks ser.

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textbook

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not specified

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