Bilinear Regression Analysis An Introduction /

• Main Author: von Rosen, Dietrich (Author, http://id.loc.gov/vocabulary/relators/aut)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Cham : Springer International Publishing : Imprint: Springer, 2018.
• Edition: 1st ed. 2018.
• Series: Lecture Notes in Statistics, 220
• Subjects: Statistics .; Matrix theory.; Algebra.; Statistical Theory and Methods.; Linear and Multilinear Algebras, Matrix Theory.; Statistics for Life Sciences, Medicine, Health Sciences.; Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences.

This book expands on the classical statistical multivariate analysis theory by focusing on bilinear regression models, a class of models comprising the classical growth curve model and its extensions. In order to analyze the bilinear regression models in an interpretable way, concepts from linear mo...

Table of Contents:

• Preface
• Introduction
• The Basic Ideas of Obtaining MLEs: A Known Dispersion
• The Basic Ideas of Obtaining MLEs: Unknown Dispersion
• Basic Properties of Estimators
• Density Approximations
• Residuals
• Testing Hypotheses
• Influential Observations
• Appendices
• Indices.