Regression Analysis

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Zusammenfassung
As a formal matter, conventional regression analysis does nothing more than produce from a data set a collection of conditional means and conditional variances. This work identifies a wide variety of problems with regression analysis as it is commonly used and then provides a number of ways in which practice could be improved.

Inhalt
Preface
1. Prologue: Regression Analysis as Problematic
2. A Grounded Introduction to Regression Analysis
3. Simple Linear Regression
4. Statistical Inference for Simple Linear Regression
5. Causal Inference for the Simple Linear Model
6. The Formalities of Multiple Regression
7. Using and Interpreting Multiple Regression
8. Some Popular Extensions of Multiple Regression
9. Some Regression Diagnostics
10. Further Extensions of Regression Analysis
11. What to Do

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