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Multivariate Exponential Families: A Concise Guide to Statistical Inference

Udo Kamps author Stefan Bedbur author

Format:Paperback

Publisher:Springer Nature Switzerland AG

Published:8th Oct '21

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Multivariate Exponential Families: A Concise Guide to Statistical Inference cover

This book provides a concise introduction to exponential families. Parametric families of probability distributions and their properties are extensively studied in the literature on statistical modeling and inference. Exponential families of distributions comprise density functions of a particular form, which enables general assertions and leads to nice features. With a focus on parameter estimation and hypotheses testing, the text introduces the reader to distributional and statistical properties of multivariate and multiparameter exponential families along with a variety of detailed examples. The material is widely self-contained and written in a mathematical setting. It may serve both as a concise, mathematically rigorous course on exponential families in a systematic structure and as an introduction to Mathematical Statistics restricted to the use of exponential families.


ISBN: 9783030818999

Dimensions: unknown

Weight: unknown

142 pages

1st ed. 2021