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Multivariate Exponential Families: A Concise Guide to Statistical Inference (Paperback, 1st ed. 2021)
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Multivariate Exponential Families: A Concise Guide to Statistical Inference (Paperback, 1st ed. 2021)
Series: SpringerBriefs in Statistics
Expected to ship within 10 - 15 working days
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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.
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