Linear Models and Generalizations Least Squares and Alternatives /

• Main Authors: Rao, C. Radhakrishna (Author), Shalabh (Author), Toutenburg, Helge (Author), Heumann, Christian (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Berlin, Heidelberg : Springer Berlin Heidelberg, 2008.
• Edition: Third Extended Edition.
• Series: Springer Series in Statistics,
• Subjects: Mathematics.; Operations research.; Decision making.; Mathematical statistics.; Probabilities.; Statistics.; Economic theory.; Probability Theory and Stochastic Processes.; Statistical Theory and Methods.; Economic Theory/Quantitative Economics/Mathematical Methods.; Probability and Statistics in Computer Science.; Operation Research/Decision Theory.

Thebookisbasedonseveralyearsofexperienceofbothauthorsinteaching linear models at various levels. It gives an up-to-date account of the theory and applications of linear models. The book can be used as a text for courses in statistics at the graduate level and as an accompanying text for courses in o...

Table of Contents:

• The Simple Linear Regression Model
• The Multiple Linear Regression Model and Its Extensions
• The Generalized Linear Regression Model
• Exact and Stochastic Linear Restrictions
• Prediction in the Generalized Regression Model
• Sensitivity Analysis
• Analysis of Incomplete Data Sets
• Robust Regression
• Models for Categorical Response Variables.