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The Linear Model and Hypothesis : A General Unifying Theory

The Linear Model and Hypothesis : A General Unifying Theory - Springer Series in Statistics

Softcover reprint of the original 1st Edition 2015

Paperback (23 Aug 2016)

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Publisher's Synopsis

This book provides a concise and integrated overview of hypothesis testing in four important subject areas, namely linear and nonlinear models, multivariate analysis, and large sample theory. The approach used is a geometrical one based on the concept of projections and their associated idempotent matrices, thus largely avoiding the need to involvematrix ranks. It is shown that all the hypotheses encountered are either linear or asymptotically linear, and that all the underlying models used are either exactly or asymptotically linear normal models. This equivalence can be used, for example, to extend the concept of orthogonality to other models in the analysis of variance, and to show that the asymptotic equivalence of the likelihood ratio, Wald, and Score (Lagrange Multiplier) hypothesis tests generally applies.

Book information

ISBN: 9783319349176
Publisher: Springer International Publishing
Imprint: Springer
Pub date:
Edition: Softcover reprint of the original 1st Edition 2015
Language: English
Number of pages: 205
Weight: 346g
Height: 157mm
Width: 235mm
Spine width: 18mm