Regression diagnostics: an introduction
Saved in:
| Main Author: | |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Los Angeles ; London ; New Delhi ; Singapore ; Washington DC ; Melbourne
SAGE
[2020]
|
| Edition: | Second edition |
| Series: | Quantitative applications in the social sciences
volume 79 |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | xv, 151 Seiten Illustrationen, Diagramme |
| ISBN: | 9781544375229 |
Staff View
MARC
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Record in the Search Index
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| adam_text | CONTENTS About the Author Series Editor’s Introduction Acknowledgments xi xiii xv 1. Introduction 1 2. The Linear Regression Model: Review 5 3. 4. 5. The Normal Linear Regression Model Least-Squares Estimation Statistical Inference for Regression Coefficients *The Linear Regression Model in Matrix Form 5 8 9 11 Examining and Transforming Regression Data 13 Univariate Displays Transformations for Symmetry Transformations for Linearity Transforming Nonconstant Variation Interpreting Results When Variables Are Transformed 14 18 28 35 38 Unusual Data: Outliers, Leverage, and Influence 40 Measuring Leverage: Hat Values Detecting Outliers: Studentized Residuals Measuring Influence: Cook’s Distance and Other Case Deletion Diagnostics Numerical Cutoffs for Noteworthy Case Diagnostics Jointly Influential Cases: Added-Variable Plots Should Unusual Data Be Discarded? *Unusual Data: Details 45 45 Nonnormality and Nonconstant Error Variance 62 Detecting and Correcting Nonnormality Detecting and Dealing With Nonconstant Error Variance Robust Coefficient Standard Errors Bootstrapping Weighted Least Squares *Robust Standard Errors and Weighted Least Squares: Details 63 69 75 77 78 48 50 51 57 58 79
6. 7. 8. 9. Nonlinearity 81 Component-Plus-Residual Plots Marginal Model Plots Testing for Nonlinearity Modeling Nonlinear Relationships With Regression Splines Transforming Explanatory Variables Analytically 81 92 95 102 105 Collinearitv 108 Collinearity and Variance Inflation Visualizing Collinearity Generalized Variance Inflation Dealing With Collinearity *Collinearity: Some Details 109 111 116 117 120 Diagnostics for Generalized Linear Models 123 Generalized Linear Models: Review Detecting Unusual Data in GLMs Nonlinearity Diagnostics for GLMs Diagnosing Collinearity in GLMs Quasi-Likelihood Estimation of GLMs *GLMs: Further Background 123 126 130 135 136 138 Concluding Remarks 141 Complementary Reading 142 References 144 Index 147
|
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| isbn | 9781544375229 |
| language | English |
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| physical | xv, 151 Seiten Illustrationen, Diagramme |
| publishDate | 2020 |
| publishDateSearch | 2020 |
| publishDateSort | 2020 |
| publisher | SAGE |
| record_format | marc |
| series | Quantitative applications in the social sciences |
| series2 | Quantitative applications in the social sciences |
| spelling | Fox, John 1947- Verfasser (DE-588)132520346 aut Regression diagnostics an introduction John Fox Second edition Los Angeles ; London ; New Delhi ; Singapore ; Washington DC ; Melbourne SAGE [2020] © 2020 xv, 151 Seiten Illustrationen, Diagramme txt rdacontent n rdamedia nc rdacarrier Quantitative applications in the social sciences volume 79 Sozialwissenschaften (DE-588)4055916-6 gnd rswk-swf Regressionsanalyse (DE-588)4129903-6 gnd rswk-swf Regressionsanalyse (DE-588)4129903-6 s Sozialwissenschaften (DE-588)4055916-6 s 1\p DE-604 Quantitative applications in the social sciences volume 79 (DE-604)BV000005102 79 Digitalisierung UB Regensburg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=031665058&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Fox, John 1947- Regression diagnostics an introduction Quantitative applications in the social sciences Sozialwissenschaften (DE-588)4055916-6 gnd Regressionsanalyse (DE-588)4129903-6 gnd |
| subject_GND | (DE-588)4055916-6 (DE-588)4129903-6 |
| title | Regression diagnostics an introduction |
| title_auth | Regression diagnostics an introduction |
| title_exact_search | Regression diagnostics an introduction |
| title_full | Regression diagnostics an introduction John Fox |
| title_fullStr | Regression diagnostics an introduction John Fox |
| title_full_unstemmed | Regression diagnostics an introduction John Fox |
| title_short | Regression diagnostics |
| title_sort | regression diagnostics an introduction |
| title_sub | an introduction |
| topic | Sozialwissenschaften (DE-588)4055916-6 gnd Regressionsanalyse (DE-588)4129903-6 gnd |
| topic_facet | Sozialwissenschaften Regressionsanalyse |
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