Applied multiple regression/correlation analysis for the behavioral sciences

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Hauptverfasser: Cohen, Jacob 1923-1998 (VerfasserIn), Cohen, Patricia (VerfasserIn), West, Stephen G. (VerfasserIn), Aiken, Leona S. (VerfasserIn)
Format: Buch
Sprache:English
Veröffentlicht: New York and London Routledge 2003
Mahwah, NJ [u.a.] Erlbaum
Ausgabe:Third edition
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Datensatz im Suchindex

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adam_text Contents Preface Chapter 1.1 as a General Data-Analytic System 1.1.1 1.1.2 Regression/Correlation: Some Examples 1.1.3 Models 1.2 and Analysis of Variance Approaches 1.2.1 1.2.2 1.3 and the Complexity of Behavioral Science 1.3.1 1.3.2 1.3.3 1.3.4 1.3.5 1.4 1.4.1 1.4.2 1.4.3 1.4.4 1.5 1.5.1 vii V¡¡¡ 1.5.2 1.5.3 and Appendix Tables 1.6 1.7 1.7.1 1.7.2 and Equations 1.8 Chapter 2.1 2.2 The Pearson Product Moment Correlation Coefficient 2.2.1 2.2.2 Differences Between 2.3 Correlation Coefficient 2.3.1 2.3.2 2.3.3 2.3.4 2.3.5 2.4 2.5 2.6 of Association 2.7 2.8 2.8.1 Вй, 2.8.2 2.8.3 2.8.4 Significance Testing 2.9 2.9.1 2.9.2 2.10 2.10.1 2.10.2 2.10.3 2.10.4 2.10.5 2.10.6 2.11 CONTENTS Chapter or More Independent Variables 3.1 3.1.1 3.1.2 3.2 3.3 3.3.1 3.3.2 Increments to R2 3.3.3 3.4 Variables 3.4.1 3.4.2 3.4.3 3.4.4 3.5 Variables 3.5.1 Equation 3.5.2 3.5.3 3.5.4 3.5.5 3.5.6 3.6 3.6.1 and 3.6.2 3.6.3 Independent R2s 3.6.4 Coefficients 3.7 3.7.1 Hypothesis 3.7.2 3.7.3 Coefficients 3.8 Prediction 3.8.1 3.8.2 Values 3.8.3 3.8.4 3.9 X Chapter Checking: Diagnosing and Solving Regression Problems I 4.1 4.2 4.2.1 4.2.2 4.2.3 4.3 4.3.1 Regression 4.3.2 4.4 4.4.1 4.4.2 4.4.3 4.4.4 4.4.5 4.4.6 4.5 4.5.1 4.5.2 4.5.3 4.5.4 4.5.5 4.6 Chapter Regression/Correlation 5.1 5.1.1 5.1.2 5.1.3 5.1.4 Third Variable 5.1.5 Relationship? 5.1.6 Different From Those in Another Given the Same Variables? 5.2 5.2.1 Effects 5.2.2 Meaningful 5.2.3 Different Outcomes in a Sample Different? CONTENTS 5.2.4 Another? 5.3 Correlation 5.3.1 Variables 5.3.2 5.3.3 of Independent Variable Sets 5.3.4 5.4 5.4.1 5.4.2 Sets 5.4.3 Ballantine Again 5.4.4 5.5 5.5.1 5.5.2 5.5.3 Significance 5.5.4 From the Final Model 5.6 5.6.1 or Model 5.6.2 5.6.3 5.6.4 5.6.5 5.6.6 5.7 Correlation 5.7.1 in Inference 5.7.2 5.7.3 5.7.4 5.7.5 Investigations 5.8 Chapter and Transformations 6.1 6.1.1 XU CONTENTS 6.1.2 Regression 194 6.1.3 in Multiple Regression 6.2 6.2.1 6.2.2 6.2.3 6.2.4 Coefficient and Gain in Prediction 6.2.5 6.2.6 6.2.7 6.2.8 6.3 6.3.1 6.3.2 6.3.3 6.4 6.4.1 of Transformations 6.4.2 Checking Before and After Transformation Ideal to Transform? 6.4.3 Relationships 6.4.4 6.4.5 Models 6.4.6 Models 6.4.7 of Strong or Weak Models 6.4.8 The Ladder of Re-expression and the Bulging Rule 6.4.9 the Absence of Models: Transformations on 6.4.10 the Absence of Models: Box-Tidwell Family of Power Transformations on 6.4.11 z Transform of 6.4.12 and Proportions 6.4.13 Treatment of Heteroscedasticity 6.4.14 6.4.15 CONTENTS 6.4.16 6.4.17 Revisited 6.4.18 Transformation 6.5 6.6 6.7 Chapter 7.1 7.1.1 7.1.2 Interactions 7.2 in Equations Containing Interactions 7.2.1 7.2.2 Uncentered and Centered Equations 7.2.3 7.2.4 7.2.5 7.2.6 Uncentered Equation 7.2.7 7.2.8 7.3 7.3.1 7.3.2 7.3.3 7.3.4 Mean 7.3.5 Equations Are Identical 7.3.6 7.3.7 Analysis of Variance 7.4 7.4.1 7.4.2 Standard Errors 7.4.3 7.4.4 7.4.5 7.4.6 7.4.7 Interactions 7.4.8 Xiv CONTENTS 7.5 7.6 With Interactions 7.7 7.7.1 and Interaction Effects 7.7.2 7.8 7.9 7.10 7.11 Distributions, Model Specification 7.11.1 Interactions 7.11.2 Interactions 7.11.3 Curvilinear Effects 7.12 Chapter 8.1 8.1.1 8.1.2 Scales 8.2 8.2.1 8.2.2 With 8.2.3 8.2.4 Withy 8.2.5 8.2.6 Variables 8.2.7 and One-Way Analysis of Variance 8.2.8 Systems 8.2.9 Mutually Exclusive 8.3 8.3.1 Coding 8.3.2 8.3.3 8.3.4 Unweighted Code Sets CONTENTS 8.4 8.4.1 Coding 8.4.2 8.4.3 8.4.4 Codes 8.5 8.5.1 Scheme 8.5.2 8.5.3 8.5.4 8.5.5 Codes 8.6 8.7 8.7.1 Independent Variables 8.7.2 Variables 8.7.3 Quantitative Independent Variables 8.7.4 Alternative Coding Methods 8.7.5 Independent Variables and the Analysis of Covariance 8.8 Chapter 9.1 9.1.1 9.1.2 Variables With More Than Two Categories 9.2 9.2.1 Alternative Methods 9.2.2 Combinations Are Considered 9.2.3 Scales Are Not Mutually Exclusive? 9.2.4 Nominal Scale Interaction Variables 9.2.5 Interactions Among Nominal Scales 9.3 9.3.1 XVI 9.3.2 Dummy-Variable Coded Groups 9.3.3 Codes 9.3.4 Scale 9.3.5 of Groups 9.3.6 of Scaled Independent Variables 9.3.7 Variables 9.4 Chapter and Solving Regression Problems II 10.1 10.2 10.3 10.3.1 Leverage 10.3.2 10.3.3 10.3.4 Statistics 10.3.5 10.4 10.4.1 10.4.2 10.5 10.5.1 10.5.2 10.5.3 10.6 10.6.1 10.6.2 10.6.3 10.6.4 10.6.5 10.7 Chapter 11.1 11.1.1 11.1.2 11.1.3 CONTENTS 11.2 11.2.1 11.2.2 11.2.3 11.3 11.3.1 11.3.2 11.3.3 Variables 11.3.4 Methods 11.3.5 11.4 Chapter and Causal Models 12.1 12.1.1 Between Causal Analysis and Analysis of Covariance 12.1.2 That Estimate and Test Them 12.1.3 12.1.4 12.2 12.2.1 12.2.2 12.2.3 Equations 12.2.4 of Sets 12.2.5 12.3 12.4 12.4.1 12.4.2 12.4.3 12.5 12.5.1 12.5.2 12.5.3 Models 12.5.4 12.5.5 Attenuation 12.5.6 Analysis the Method of Choice 12.6 XVÜi 12.6.1 12.6.2 12.7 12.7.1 12.7.2 12.8 Chapter Regression, and the Generalized Linear Model 13.1 13.1.1 Regression 13.1.2 13.1.3 Variables 13.2 13.2.1 Model and Discriminant Analysis 13.2.2 to Predicted Scores: Transformation 13.2.3 13.2.4 Regression Equation 13.2.5 in Logistic Regression 13.2.6 13.2.7 13.2.8 and Odds Ratios 13.2.9 Likelihood 13.2.10 Regression Model 13.2.11 13.2.12 Likelihood Ratio Test and the Test of Model Deviance 13.2.13 Multiple Logistic Regression Equation 13.2.14 Test for the Significance of a Set of Predictors Above and Beyond Another Set 13.2.15 Information Criterion for Model Comparison 13.2.16 of the Odds Ratio CONTENTS 13.2.17 Regression 13.2.18 Sparseness 13.2.19 13.3 Polytomous Logistic Regression and Ordinal Logistic Regression 13.3.1 13.3.2 13.3.3 13.4 13.4.1 13.4.2 13.4.3 13.4.4 13.4.5 13.4.6 13.5 and the Generalized Linear Model 13.5.1 Regression 13.5.2 13.6 Chapter and Multilevel Models 14.1 14.1.1 Correlation 14.1.2 14.2 14.2.1 Ordinary Least Squares Regression 14.3 14.4 14.4.1 Revisited 14.4.2 14.4.3 14.4.4 Model 14.4.5 14.4.6 14.4.7 Regression 14.4.8 Multilevel Model 14.4.9 Ordinary Least Squares (Fixed Effects) Regression XX 14.4.10 Parameters Fixed and Random Effects 14.5 Regression 14.5.1 Correlation 14.5.2 Coefficient Regression Model 14.6 14.7 14.7.1 14.7.2 14.7.3 2 Interaction 14.8 Experimental Manipulation With Individual Differences 14.9 14.10 Components, and Level 14.10.1 14.10.2 of Level 14.11 14.11.1 14.11.2 14.12 14.12.1 14.12.2 14.13 14.14 Model 14.15 14.16 14.17 Chapter 15.1 15.1.1 15.1.2 Occasions 15.2 15.2.1 15.2.2 Unit of Time 15.2.3 15.3 CONTENTS 15.3.1 of Variance 15.3.2 15.3.3 Is Not the Issue 15.4 15.4.1 15.4.2 15.4.3 Slopes 15.4.4 Structures 15.4.5 Time 15.4.6 Data 15.5 of Multilevel Data 15.5.1 15.5.2 Equation Model Diagrams 15.5.3 Equation Model Analysis of Change 15.6 15.7 15.7.1 Problem of Censoring 15.7.2 Variables 15.7.3 15.7.4 Analysis 15.8 15.8.1 15.8.2 15.8.3 15.8.4 or Subjects 15.9 15.10 Analyses 15.11 Chapter 16.1 Dependent Variables 16.1.1 XXÎi 16.1.2 16.1.3 16.2 16.2.1 16.2.2 16.3 16.3.1 Basic Sets 16.3.2 Sets 16.4 16.4.1 16.4.2 16.4.3 16.5 16.6 16.7 16.8 16.8.1 16.8.2 16.8.3 Unique Components 16.8.4 16.9 APPENDICES Appendix Regression/Correlation and Identification of the Inverse Matrix Elements A A Appendix and Applications Thereof A2. A2.2 Testing the Difference Between Partial Sample A2.3 Testing the Difference Between a Single Sample Appendix Tables Table A Table Table Table Table Table (Two Tailed) Table (Two Tailed) CONTENTS 643 References Glossary Statistical Symbols and Abbreviations Author Index Subject Index 655 671 683 687 691
any_adam_object 1
author Cohen, Jacob 1923-1998
Cohen, Patricia
West, Stephen G.
Aiken, Leona S.
author_GND (DE-588)133475263
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(DE-588)171946707
author_facet Cohen, Jacob 1923-1998
Cohen, Patricia
West, Stephen G.
Aiken, Leona S.
author_role aut
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author_sort Cohen, Jacob 1923-1998
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Psychologie
Mathematik
Wirtschaftswissenschaften
edition Third edition
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indexdate 2025-02-03T16:57:40Z
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language English
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physical xxviii, 703 S. Illustrationen 1 CD-ROM (12 cm)
publishDate 2003
publishDateSearch 2003
publishDateSort 2003
publisher Routledge
Erlbaum
record_format marc
spellingShingle Cohen, Jacob 1923-1998
Cohen, Patricia
West, Stephen G.
Aiken, Leona S.
Applied multiple regression/correlation analysis for the behavioral sciences
Psychologie (DE-588)4047704-6 gnd
Multivariate Analyse (DE-588)4040708-1 gnd
Korrelation (DE-588)4165343-9 gnd
Korrelationsanalyse (DE-588)4194560-8 gnd
Regressionsanalyse (DE-588)4129903-6 gnd
Sozialwissenschaften (DE-588)4055916-6 gnd
Verhaltenswissenschaften (DE-588)4133253-2 gnd
Multiple Regression (DE-588)4170720-5 gnd
subject_GND (DE-588)4047704-6
(DE-588)4040708-1
(DE-588)4165343-9
(DE-588)4194560-8
(DE-588)4129903-6
(DE-588)4055916-6
(DE-588)4133253-2
(DE-588)4170720-5
title Applied multiple regression/correlation analysis for the behavioral sciences
title_alt Applied multiple regression correlation analysis for the behavioral sciences
title_auth Applied multiple regression/correlation analysis for the behavioral sciences
title_exact_search Applied multiple regression/correlation analysis for the behavioral sciences
title_full Applied multiple regression/correlation analysis for the behavioral sciences Jacob Cohen, Patricia Cohen, Stephen G. West, Leona S. Aiken
title_fullStr Applied multiple regression/correlation analysis for the behavioral sciences Jacob Cohen, Patricia Cohen, Stephen G. West, Leona S. Aiken
title_full_unstemmed Applied multiple regression/correlation analysis for the behavioral sciences Jacob Cohen, Patricia Cohen, Stephen G. West, Leona S. Aiken
title_short Applied multiple regression/correlation analysis for the behavioral sciences
title_sort applied multiple regression correlation analysis for the behavioral sciences
topic Psychologie (DE-588)4047704-6 gnd
Multivariate Analyse (DE-588)4040708-1 gnd
Korrelation (DE-588)4165343-9 gnd
Korrelationsanalyse (DE-588)4194560-8 gnd
Regressionsanalyse (DE-588)4129903-6 gnd
Sozialwissenschaften (DE-588)4055916-6 gnd
Verhaltenswissenschaften (DE-588)4133253-2 gnd
Multiple Regression (DE-588)4170720-5 gnd
topic_facet Psychologie
Multivariate Analyse
Korrelation
Korrelationsanalyse
Regressionsanalyse
Sozialwissenschaften
Verhaltenswissenschaften
Multiple Regression
url http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009887026&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
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