Testing research hypotheses with the general linear model:
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| Main Authors: | , , |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Carbondale <<[u.a.]>>
Southern Illinois Univ. Press
1996
|
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | VII, 372 S. graph. Darst. |
| ISBN: | 0809320193 0809320207 |
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MARC
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| 245 | 1 | 0 | |a Testing research hypotheses with the general linear model |c Keith McNeil ; Isadore Newman, and Francis J. Kelly |
| 264 | 1 | |a Carbondale <<[u.a.]>> |b Southern Illinois Univ. Press |c 1996 | |
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| 700 | 1 | |a Kelly, Francis J. |e Verfasser |4 aut | |
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Record in the Search Index
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| adam_text | TESTING RESEARCH HYPOTHESES WITH THE GENERAL LINEAR MODEL KEITH MCNEIL,
ISADORE ISLEWMAN, AND FRANCIS J. KELLY SOUTHERN ILLINOIS UNIVERSITY
PRESS CARBONDALE AND EDWARDSVILLE CONTENTS PREFACE IX 1. INTRODUCTION TO
THE GENERAL LINEAR MODEL 1 CONCEPTUAL ORIENTATION OF THE TEXT 1 RESEARCH
ORIENTATION OF THE TEXT 2 STATISTICAL ORIENTATION OF THE TEXT 3 PURPOSES
OF RESEARCH 5 COMPLEX DETERMINANTS OF BEHAVIOR 9 PICTORIAL
REPRESENTATION OF ACCOUNTING FOR VARIANCE 15 2. HYPOTHESIS TESTING 17
THE POPULATION OF INTEREST 18 ANALYSIS OF VARIANCE 19 R 2 : THE
PROPORTIONAL ESTIMATE OF SUMS OF SQUARES 28 3. VECTORS AND VECTOR
OPERATIONS 32 INTRODUCTION TO VECTORS 32 ELEMENTARY VECTOR ALGEBRA
OPERATIONS 36 USEFUL PROPERTIES OF VECTORS 38 LINEAR COMBINATIONS OF
VECTORS 41 THE UNIT VECTOR 44 PIECES OF INFORMATION 45 4. RESEARCH
HYPOTHESES THAT EMPLOY OICHOTOMOUS PREDICTOR VARIABLES 48 DICHOTOMOUS
PREDICTORS, CONTINUOUS CRITERION 48 RESEARCH HYPOTHESES INVOLVING K
GROUPS 58 ORTHOGONAL COMPARISONS*POST HOC 61 ORTHOGONAL COMPARISONS*A
PRIORI 69 DICHOTOMOUS PREDICTOR, DICHOTOMOUS CRITERION 73 ADVANTAGE OF
THE GLM APPROACH OVER CORRELATION AND ANOVA 7 7 VI HYPOTHESIS TESTING 5.
RESEARCH HYPOTHESES THAT EMPLOY CONTINUOUS PREDICTOR VARIABLES 79
RESEARCH HYPOTHESES REQUIRING A SINGLE STRAIGHT LINE OF BEST FIT 79
SUMMARY OF F AND R 2 88 A SECOND ILLUSTRATIVE EXAMPLE OF A SINGLE
STRAIGHT LINE OF BEST FIT 89 MATHEMATICAL CALCULATION OF THE SINGLE
STRAIGHT LINE OF BEST FIT 94 VENN DIAGRAM 95 GEOMETRIC INTERPRETATION 95
RELATIONSHIP TO OTHER STATISTICAL TECHNIQUES 95 THE USE OF APPLIED
RESEARCH HYPOTHESES: SINGLE STRAIGHT-LINE COMPUTER PROBLEM 95 A NOTE
ABOUT THE UNIT VECTOR IN COMPUTER SOLUTIONS 96 6. MULTIPLE CONTINUOUS
PREDICTORS 98 TWO CONTINUOUS PREDICTORS 98 TESTING THE OVERALL
PREDICTABILITY OF THE MODEL 105 TESTING ONE VARIABLE S CONTRIBUTION 110
MULTIPLE CONTINUOUS PREDICTORS: COMPARING TWO MODELS OF BEHAVIOR 113 7.
INTERACTION 116 INTERACTION BETWEEN DICHOTOMOUS PREDICTORS 116
INTERACTION BETWEEN A DICHOTOMOUS PREDICTOR AND A CONTINUOUS PREDICTOR
127 INTERACTION TERMS AS COVARIATES 140 INTERACTION BETWEEN TWO
CONTINUOUS PREDICTORS 140 COMPARISON OF CATEGORICAL AND CONTINUOUS
INTERACTION 143 8. STATISTICAL CONTROL OF POSSIBLE CONFOUNDING VARIABLES
149 CONTROL OF CONFOUNDING VARIABLES THROUGH THEORY 149 CONTROL OF
CONFOUNDING VARIABLES THROUGH RESEARCH DESIGN 149 CONFOUNDING VARIABLES
UNDER STATISTICAL CONTROL 151 INTRODUCTION TO POWER 168 9. NONLINEAR
RELATIONSHIPS 174 HOMOSCEDASTICITY AND HETEROSCEDASTICITY 174 FITTING
EXPECTED NONLINEAR FUNCTIONAL RELATIONSHIPS 178 RESCALING OBSERVED
NONLINEAR RELATIONSHIPS 197 10. DETECTION OF CHANGE 216 ASCERTAINING
CAUSALITY 216 DIRECTIONAL RESEARCH HYPOTHESES 217 RANDOM ASSIGNMENT 217
ONE-GROUP MODELS 218 TWO-GROUP MODELS 223 MATCHED GROUPS 231 MATCHED
PAIRS OF INDIVIDUALS 231 POINT CHANGE MEASURING MULTIPLE SUBJECTS 232
CURVILINEAR RELATIONSHIPS THAT ACCOUNT FOR THE DATA BETTER THAN STIMULUS
CHANGE 235 HYPOTHESIS TESTING VTI FUNCTIONAL CHANGE IN
INDIVIDUAL-ORGANISM RESEARCH 237 SUGGESTED INFERENTIAL STATISTICAL
MODELS FOR RESEARCH IN BEHAVIOR MODIFICATION 239 11. MISCELLANEOUS
QUESTIONS ABOUT RESEARCH THAT REGRESSION HELPS ANSWER 252 SAMPLES AND
POPULATIONS 252 CRITERION AND PREDICTOR VARIABLES 254 THE DOLLAR COST OF
PREDICTION 256 ATTENUATION, REPLICATION, AND CROSS-VALIDATION 257
TRADITIONAL SEQUENCING OF HYPOTHESES 258 SEQUENCING OF HYPOTHESES 259
INTERPRETATION OF WEIGHTS 264 MISSING DATA 265 OUTLIERS 266 HOW TO BEAT
THE HORSES 267 12. APPLICATION TO EVALUATION 268 EVALUATION OF
COMPENSATORY EDUCATION PROGRAMS 268 APPLICATIONS TO OTHER EVALUATION
SITUATIONS 274 POLICY CAPTURING 283 13. THE STRATEGY OF RESEARCH AS
VIEWED FROM THE GLM APPROACH 287 MEETING THE GOALS OF RESEARCH WITH THE
GLM 287 NEWTON STATES THE PROBLEM 287 THE MOST GENERAL REGRESSION MODEL
294 THE GOAL OF CONTROL IN THE BEHAVIORAL SCIENCES 297 A PROPOSED
RESEARCH STRATEGY 302 REPORTING * 307 FURTHER READING 310 APPENDIXES A.
DATA SET OF SIXTY SUBJECTS 313 B. SAS DISCUSSION R 315 C. ACTIVITIES
WITH CIRCLES AND SQUARES 318 D. SAS STATEMENTS FOR THE VARIOUS APPLIED
RESEARCH HYPOTHESES 324 E. ANOVA SOURCE TABLES 338 F. EQUIVALENCY OF
F-TEST FORMULAE 340 G. POWER TABLES 342 H. POLICY-CAPTURING ACTIVITY 348
I. MICROCOMPUTER SETUPS FOR SELECTED APPLIED RESEARCH HYPOTHESES 354 J.
INDEX FOR SAS 361 REFERENCES 363 INDEX 370
|
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| indexdate | 2024-07-09T22:00:49Z |
| institution | BVB |
| isbn | 0809320193 0809320207 |
| language | English |
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| physical | VII, 372 S. graph. Darst. |
| publishDate | 1996 |
| publishDateSearch | 1996 |
| publishDateSort | 1996 |
| publisher | Southern Illinois Univ. Press |
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| spelling | MacNeil, Keith A. Verfasser aut Testing research hypotheses with the general linear model Keith McNeil ; Isadore Newman, and Francis J. Kelly Carbondale <<[u.a.]>> Southern Illinois Univ. Press 1996 VII, 372 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Newman, Isadore Verfasser aut Kelly, Francis J. Verfasser aut GBV Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=018471146&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | MacNeil, Keith A. Newman, Isadore Kelly, Francis J. Testing research hypotheses with the general linear model |
| title | Testing research hypotheses with the general linear model |
| title_auth | Testing research hypotheses with the general linear model |
| title_exact_search | Testing research hypotheses with the general linear model |
| title_full | Testing research hypotheses with the general linear model Keith McNeil ; Isadore Newman, and Francis J. Kelly |
| title_fullStr | Testing research hypotheses with the general linear model Keith McNeil ; Isadore Newman, and Francis J. Kelly |
| title_full_unstemmed | Testing research hypotheses with the general linear model Keith McNeil ; Isadore Newman, and Francis J. Kelly |
| title_short | Testing research hypotheses with the general linear model |
| title_sort | testing research hypotheses with the general linear model |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=018471146&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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