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基本説明
Complete discussion of analysis of data including estimation, diagnostics, and remedial actions.
Full Description
Regression Analysis provides complete coverage of the classical methods of statistical analysis. It is designed to give students an understanding of the purpose of statistical analyses, to allow the student to determine, at least to some degree, the correct type of statistical analyses to be performed in a given situation, and have some appreciation of what constitutes good experimental design.
Contents
1. The Analysis of Means: A Review of Basics and an Introduction to Linear Models
2. Simple Linear Regression:Linear Regression with One Independent Variable
3. Multiple Regression
4. Problems with Observations
5. Multicollinearity
6. Problems with the Model
7. Curve Fitting
8. Introduction to Nonlinear Models
9. Indicator Variables
10. Categorical Response Variables
11. Generalized Linear Models
Appendix
A: Statistical Tables
B: A Brief Introduction to Matrices
C: Estimation Procedures