Interaction effects in multiple regression:
Gespeichert in:
| Hauptverfasser: | , |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Thousand Oaks [u.a.]
Sage
2007
|
| Ausgabe: | 2. ed., 3. [print.] |
| Schriftenreihe: | Quantitative applications in the social sciences
72 |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | VII, 92 S. graph. Darst. |
| ISBN: | 0761927425 9780761927426 |
Internformat
MARC
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Datensatz im Suchindex
| _version_ | 1804138115401515008 |
|---|---|
| adam_text | CONTENTS
Series
Editor s Introduction
vii
Preface
ix
1.
Introduction
1
The Concept of Interaction
3
Simple Effects and Interaction Contrasts
4
Simple Effects
5
Interaction Contrasts
5
A Review of Multiple Regression
7
The Linear Model
8
Hierarchical Regression
11
Categorical Predictors and Dummy Variables
12
Predicted Values in Multiple Regression
14
Transformations of the Predictor Variables
15
Overview of Book
16
2.
Two-Way Interactions
16
Regression Models With Product Terms
16
Two Continuous Predictors
18
The Traditional Regression Strategy
18
The Form of the Interaction
21
Interpreting the Regression Coefficient
for the Product Term
22
Interpreting the Regression Coefficients
for the Component Terms
23
Significance Tests and Confidence Intervals
26
Multicollinearity
27
Strength of the Interaction Effect
28
A Numerical Example
29
Graphical Presentation
31
A Qualitative Predictor and a Continuous Predictor
32
A Qualitative Moderator Variable
33
A Continuous Moderator Variable
36
More Than Two Groups for the Qualitative Variable
39
Form of the Interaction
42
Summary
43
3.
Three-Way Interactions
43
Three Continuous Predictors
44
Qualitative and Continuous Predictors
49
A Continuous Focal Independent Variable
51
A Qualitative Focal Independent Variable
55
Qualitative Variables With More Than Two Levels
57
Summary
60
4.
Additional Considerations
60
Selected Issues
60
The Bilinear Nature of Interactions
for Continuous Variables
60
Calculating Coefficients of Focal Independent
Variables at Different Moderator Values
62
Partialing the Component Terms
64
Transformations
65
Multiple-Interaction Effects
66
Standardized and Unstandardized Coefficients
68
Metric Properties
69
Measurement Error
72
Robust Analyses and Assumption Violations
73
Within-Subject and Repeated-Measure Designs
75
Ordinal and
Disordinal
Interactions
78
Regions of Significance
81
Confounded Interactions
83
Optimal Experimental Designs and Statistical Power
84
Covariates
84
Control for Experimentwise Error
85
Omnibus Tests and Interaction Effects
86
Some Common Misapplications
86
Interaction Models With Clustered
Data and Random Coefficient Models
87
Continuous Versus Discrete Predictor Variables
88
The Moderator Framework Revisited
88
References
89
Notes
91
About the Authors
92
|
| adam_txt |
CONTENTS
Series
Editor's Introduction
vii
Preface
ix
1.
Introduction
1
The Concept of Interaction
3
Simple Effects and Interaction Contrasts
4
Simple Effects
5
Interaction Contrasts
5
A Review of Multiple Regression
7
The Linear Model
8
Hierarchical Regression
11
Categorical Predictors and Dummy Variables
12
Predicted Values in Multiple Regression
14
Transformations of the Predictor Variables
15
Overview of Book
16
2.
Two-Way Interactions
16
Regression Models With Product Terms
16
Two Continuous Predictors
18
The Traditional Regression Strategy
18
The Form of the Interaction
21
Interpreting the Regression Coefficient
for the Product Term
22
Interpreting the Regression Coefficients
for the Component Terms
23
Significance Tests and Confidence Intervals
26
Multicollinearity
27
Strength of the Interaction Effect
28
A Numerical Example
29
Graphical Presentation
31
A Qualitative Predictor and a Continuous Predictor
32
A Qualitative Moderator Variable
33
A Continuous Moderator Variable
36
More Than Two Groups for the Qualitative Variable
39
Form of the Interaction
42
Summary
43
3.
Three-Way Interactions
43
Three Continuous Predictors
44
Qualitative and Continuous Predictors
49
A Continuous Focal Independent Variable
51
A Qualitative Focal Independent Variable
55
Qualitative Variables With More Than Two Levels
57
Summary
60
4.
Additional Considerations
60
Selected Issues
60
The Bilinear Nature of Interactions
for Continuous Variables
60
Calculating Coefficients of Focal Independent
Variables at Different Moderator Values
62
Partialing the Component Terms
64
Transformations
65
Multiple-Interaction Effects
66
Standardized and Unstandardized Coefficients
68
Metric Properties
69
Measurement Error
72
Robust Analyses and Assumption Violations
73
Within-Subject and Repeated-Measure Designs
75
Ordinal and
Disordinal
Interactions
78
Regions of Significance
81
Confounded Interactions
83
Optimal Experimental Designs and Statistical Power
84
Covariates
84
Control for Experimentwise Error
85
Omnibus Tests and Interaction Effects
86
Some Common Misapplications
86
Interaction Models With Clustered
Data and Random Coefficient Models
87
Continuous Versus Discrete Predictor Variables
88
The Moderator Framework Revisited
88
References
89
Notes
91
About the Authors
92 |
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| discipline | Soziologie |
| discipline_str_mv | Soziologie |
| edition | 2. ed., 3. [print.] |
| format | Book |
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| id | DE-604.BV035132744 |
| illustrated | Illustrated |
| index_date | 2024-07-02T22:24:58Z |
| indexdate | 2024-07-09T21:23:03Z |
| institution | BVB |
| isbn | 0761927425 9780761927426 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-016800239 |
| oclc_num | 263665733 |
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| owner | DE-473 DE-BY-UBG DE-20 |
| owner_facet | DE-473 DE-BY-UBG DE-20 |
| physical | VII, 92 S. graph. Darst. |
| publishDate | 2007 |
| publishDateSearch | 2007 |
| publishDateSort | 2007 |
| publisher | Sage |
| record_format | marc |
| series | Quantitative applications in the social sciences |
| series2 | Quantitative applications in the social sciences A Sage university paper |
| spelling | Jaccard, James Verfasser aut Interaction effects in multiple regression James Jaccard ; Robert Turrisi 2. ed., 3. [print.] Thousand Oaks [u.a.] Sage 2007 VII, 92 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Quantitative applications in the social sciences 72 A Sage university paper Multiple Regression (DE-588)4170720-5 gnd rswk-swf Regressionsanalyse (DE-588)4129903-6 gnd rswk-swf Sozialwissenschaften (DE-588)4055916-6 gnd rswk-swf Quantifizierung (DE-588)4176601-5 gnd rswk-swf Regressionsanalyse (DE-588)4129903-6 s DE-604 Multiple Regression (DE-588)4170720-5 s Sozialwissenschaften (DE-588)4055916-6 s 1\p DE-604 Quantifizierung (DE-588)4176601-5 s 2\p DE-604 Turrisi, Robert Verfasser aut Quantitative applications in the social sciences 72 (DE-604)BV000005102 72 Digitalisierung UB Bamberg application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=016800239&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 2\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Jaccard, James Turrisi, Robert Interaction effects in multiple regression Quantitative applications in the social sciences Multiple Regression (DE-588)4170720-5 gnd Regressionsanalyse (DE-588)4129903-6 gnd Sozialwissenschaften (DE-588)4055916-6 gnd Quantifizierung (DE-588)4176601-5 gnd |
| subject_GND | (DE-588)4170720-5 (DE-588)4129903-6 (DE-588)4055916-6 (DE-588)4176601-5 |
| title | Interaction effects in multiple regression |
| title_auth | Interaction effects in multiple regression |
| title_exact_search | Interaction effects in multiple regression |
| title_exact_search_txtP | Interaction effects in multiple regression |
| title_full | Interaction effects in multiple regression James Jaccard ; Robert Turrisi |
| title_fullStr | Interaction effects in multiple regression James Jaccard ; Robert Turrisi |
| title_full_unstemmed | Interaction effects in multiple regression James Jaccard ; Robert Turrisi |
| title_short | Interaction effects in multiple regression |
| title_sort | interaction effects in multiple regression |
| topic | Multiple Regression (DE-588)4170720-5 gnd Regressionsanalyse (DE-588)4129903-6 gnd Sozialwissenschaften (DE-588)4055916-6 gnd Quantifizierung (DE-588)4176601-5 gnd |
| topic_facet | Multiple Regression Regressionsanalyse Sozialwissenschaften Quantifizierung |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=016800239&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV000005102 |
| work_keys_str_mv | AT jaccardjames interactioneffectsinmultipleregression AT turrisirobert interactioneffectsinmultipleregression |