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Asymptotic Statistics - With a View to Stochastic Processes

English · Hardback

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This textbook is devoted to the general asymptotic theory of statistical experiments. Local asymptotics for statistical models in the sense of local asymptotic (mixed) normality or local asymptotic quadraticity make up the core of the book. Numerous examples deal with classical independent and identically distributed models and with stochastic processes.
The book can be read in different ways, according to possibly different mathematical preferences of the reader. One reader may focus on the statistical theory, and thus on the chapters about Gaussian shift models, mixed normal and quadratic models, and on local asymptotics where the limit model is a Gaussian shift or a mixed normal or a quadratic experiment (LAN, LAMN, LAQ). Another reader may prefer an introduction to stochastic process models where given statistical results apply, and thus concentrate on subsections or chapters on likelihood ratio processes and some diffusion type models where LAN, LAMN or LAQ occurs. Finally, readers might put together both aspects.
The book is suitable for graduate students starting to work in statistics of stochastic processes, as well as for researchers interested in a precise introduction to this area.

About the author










Reinhard Höpfner, Johannes Gutenberg University Mainz, Germany.

Product details

Authors Reinhard Höpfner
Publisher De Gruyter
 
Languages English
Product format Hardback
Released 04.02.2014
 
EAN 9783110250244
ISBN 978-3-11-025024-4
No. of pages 276
Dimensions 160 mm x 15 mm x 228 mm
Weight 484 g
Series de Gruyter Textbook
Subject Natural sciences, medicine, IT, technology > Mathematics > Probability theory, stochastic theory, mathematical statistics

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