Applied Regression Modeling. Iain Pardoe

      Table of Contents

      1  Cover

      2  Applied Regression Modeling

      3  Copyright

      4  Dedication

      5  Preface

      6  Acknowledgments

      7  Introduction

      8  About the Companion Website

      9  Chapter 1: Foundations 1.1 Identifying and Summarizing Data 1.2 Population Distributions 1.3 Selecting Individuals at Random—Probability 1.4 Random Sampling 1.5 Interval Estimation 1.6 Hypothesis Testing 1.7 Random Errors and Prediction 1.8 Chapter Summary

      10  Chapter 2: Simple Linear Regression 2.1 Probability Model for and 2.2 Least Squares Criterion 2.3 Model Evaluation 2.4 Model Assumptions 2.5 Model Interpretation 2.6 Estimation and Prediction 2.7 Chapter Summary

      11  Chapter 3: Multiple Linear Regression 3.1 Probability Model for (X1, X2, …) and Y 3.2 Least Squares Criterion 3.3 Model Evaluation 3.4 Model Assumptions 3.5 Model Interpretation 3.6 Estimation and Prediction 3.7 Chapter Summary

      12  Chapter 4: Regression Model Building I 4.1 Transformations 4.2 Interactions 4.3 Qualitative Predictors 4.4 Chapter Summary

      13  Chapter 5: Regression Model Building II 5.1 Influential Points 5.2 Regression Pitfalls 5.3 Model Building Guidelines 5.4 Model Selection 5.5 Model Interpretation Using Graphics 5.6 Chapter Summary

      14  Bibliography

      15  Glossary

      16  Index

      17  End User License Agreement

      List of Tables

      1 Chapter 3Table 3.1 Shipping data with response variable weekly labor hours and four p...

      2 Chapter 4Table 4.1 TV commercial data: spending in $m, millions of retained impress...Table 4.2 Car data with city miles per gallon, engine size in liters, for

      3 Chapter 5Table 5.1 Car data with miles per gallon, size (l), of cylinders, pass...Table 5.2 Computer component data.Table 5.3 Simulated dataset containing missing values.Table 5.4 Some automated model selection results for theSIMULATE data fileTable 5.5 Credit card data to illustrate model interpretation using predictor...

      List of Illustrations

      1 Chapter 1Figure 1.1 Histogram for home prices example.Figure 1.2 Histogram for a simulated population of sale prices, together w...Figure 1.3 Standard normal density curve together with a shaded area of