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Statistical Modelling by Exponential Families
Af: Rolf Sundberg
Engelsk
Bogcover for Statistical Modelling by Exponential Families af Rolf Sundberg, 9781108701112
Specifikationer
Sprog:
Engelsk
Sider:
296
ISBN-13:
9781108701112
Indbinding:
Paperback
ISBN-10:
1108701116
Kategori:
Udg. Dato:
29 aug 2019
Størrelse i cm:
15,2 x 22,8 x 1,5
Forlag:
Serie:
Oplagsdato:
29 aug 2019
Forfatter(e):
Genre:

Statistical Modelling by Exponential Families

Af: Rolf Sundberg
Engelsk
Paperback 2019
Format:
Paperback
Bog beskrivelse
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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Specifikationer
Sprog:
Engelsk
Sider:
296
ISBN-13:
9781108701112
Indbinding:
Paperback
ISBN-10:
1108701116
Kategori:
Udg. Dato:
29 aug 2019
Størrelse i cm:
15,2 x 22,8 x 1,5
Forlag:
Serie:
Oplagsdato:
29 aug 2019
Forfatter(e):
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