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The Linear Model and Hypothesis

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

1st ed. 2015

Hardback (16 Oct 2015)

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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: 9783319219295
Publisher: Springer International Publishing
Imprint: Springer
Pub date:
Edition: 1st ed. 2015
DEWEY: 519.535
DEWEY edition: 23
Language: English
Number of pages: 205
Weight: 4498g
Height: 235mm
Width: 155mm
Spine width: 14mm