Regression analysis in R : a comprehensive view for the social sciences /: a comprehensive view for the social sciences. (2022)
- Record Type:
- Book
- Title:
- Regression analysis in R : a comprehensive view for the social sciences /: a comprehensive view for the social sciences. (2022)
- Main Title:
- Regression analysis in R : a comprehensive view for the social sciences
- Further Information:
- Note: Jocelyn E. Bolin.
- Authors:
- Bolin, Jocelyn H
- Contents:
- Chapter 1. Introduction, Relationships and the Issue of Causality Chapter 2. Describing Simple Relationships 2.1 Pearson Correlations 2.1.1Computation 2.1.2 R Examples 2.2 Extensions of the Pearson Correlation 2.2.1 Point Bi-Serial Correlation 2.2.2 Phi Coefficient 2.2.3 Spearman Rho End of Chapter Comprehension Exercises Chapter 3. Linear Regression Analysis 3.1 Simple Linear Regression 3.1.1 Equations 3.1.2 Model Fit Statistics 3.1.3 Significance Tests 3.2 Multiple Linear Regression 3.3 R Examples End of Chapter Comprehension Exercises Chapter 4. Regression Assumptions and Interpretational Considerations 4.1 Statistical Assumptions 4.2 Theoretical Assumptions 4.3 Interpretational Considerations 4.3.1Multicollinearity 4.3.2 Restriction of Range 4.3.3 Variability End of Chapter Comprehension Exercises Chapter 5. Dummy Variables and Interactions 5.1 Dummy coding 5.1.1 Dummy codes for 3 or more levels 5.1.2 Interpretation Examples 5.2 Interactions 5.2.1 Creating Interactions 5.2.2 Mean Centering for Interactions 5.2.3 Interpretation Examples End of Chapter Comprehension Exercises Chapter 6. Hierarchical Regression 6.1 Types of Hierarchical Regression 6.2 Model Comparison Statistics 6.3 R Examples End of Chapter Comprehension Exercises Chapter 7. Moderation and Mediation 7.1 Moderation 7.2 Mediation 7.2.1 Baron and Kenny 7.2.2 Tests of Indirect effects End of Chapter Comprehension Exercises Chapter 8. Dealing with Non Linearity 8.1 Transformations 8.2 Non Linear Terms 8.3Chapter 1. Introduction, Relationships and the Issue of Causality Chapter 2. Describing Simple Relationships 2.1 Pearson Correlations 2.1.1Computation 2.1.2 R Examples 2.2 Extensions of the Pearson Correlation 2.2.1 Point Bi-Serial Correlation 2.2.2 Phi Coefficient 2.2.3 Spearman Rho End of Chapter Comprehension Exercises Chapter 3. Linear Regression Analysis 3.1 Simple Linear Regression 3.1.1 Equations 3.1.2 Model Fit Statistics 3.1.3 Significance Tests 3.2 Multiple Linear Regression 3.3 R Examples End of Chapter Comprehension Exercises Chapter 4. Regression Assumptions and Interpretational Considerations 4.1 Statistical Assumptions 4.2 Theoretical Assumptions 4.3 Interpretational Considerations 4.3.1Multicollinearity 4.3.2 Restriction of Range 4.3.3 Variability End of Chapter Comprehension Exercises Chapter 5. Dummy Variables and Interactions 5.1 Dummy coding 5.1.1 Dummy codes for 3 or more levels 5.1.2 Interpretation Examples 5.2 Interactions 5.2.1 Creating Interactions 5.2.2 Mean Centering for Interactions 5.2.3 Interpretation Examples End of Chapter Comprehension Exercises Chapter 6. Hierarchical Regression 6.1 Types of Hierarchical Regression 6.2 Model Comparison Statistics 6.3 R Examples End of Chapter Comprehension Exercises Chapter 7. Moderation and Mediation 7.1 Moderation 7.2 Mediation 7.2.1 Baron and Kenny 7.2.2 Tests of Indirect effects End of Chapter Comprehension Exercises Chapter 8. Dealing with Non Linearity 8.1 Transformations 8.2 Non Linear Terms 8.3 Overfitting – cross validation End of Chapter Comprehension Exercises Chapter 9. Regression Models for Nested Data 9.1 Fixed Effects Modeling 9.2 Hierarchical Linear Modeling End of Chapter Comprehension Exercises Appendix A Basic R Use Appendix B Exercise Answers … (more)
- Edition:
- 1st
- Publisher Details:
- Boca Raton : Chapman & Hall/CRC
- Publication Date:
- 2022
- Extent:
- 1 online resource, illustrations (black and white)
- Subjects:
- 519.536
Regression analysis
Social sciences -- Statistics - Languages:
- English
- ISBNs:
- 9781000620276
9781000620245
9780429295843 - Related ISBNs:
- 9781032257754
9780367272586 - Notes:
- Note: Description based on CIP data; resource not viewed.
- Access Rights:
- Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
- Access Usage:
- Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library HMNTS - ELD.DS.701981
- Ingest File:
- 13_018.xml