Serious stats: a guide to advanced statistics for the behavioral sciences
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Houndmills, Basingstoke
Palgrave Macmillan
2012
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | Erscheint: Juli 2012 |
| Beschreibung: | XXIII, 830 S. graph.Darst. |
| ISBN: | 9780230577183 9780230577176 |
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Datensatz im Suchindex
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| adam_text | IMAGE 1
CONTENTS
LIST OF TABLES XII LIST OF FIGURES XIV LIST OF BOXES XVIII LIST OF KEY
CONCEPTS XIX PREFACE XX 1 DATA, SAMPLES AND STATISTICS I1.1 CHAPTER
OVERVIEW 21.2 WHAT ARE DATA? 21.3 SAMPLES AND POPULATIONS 31.4 CENTRAL
TENDENCY 61.5 DISPERSION WITHIN A SAMPLE 171.6 DESCRIPTION, INFERENCE
AND BIAS 251.7 R CODE FOR CHAPTER 1 271.8 NOTES ON SPSS SYNTAX FOR
CHAPTER 1 341.9 BIBLIOGRAPHY AND FURTHER READING 36 2 PROBABILITY
DISTRIBUTIONS 37 2.1 CHAPTER OVERVIEW 382.2 WHY ARE PROBABILITY
DISTRIBUTIONS IMPORTANT IN STATISTICS? 38 2.3 DISCRETE DISTRIBUTIONS
422.4 CONTINUOUS DISTRIBUTIONS 482.5 R CODE FOR CHAPTER 2 652.6 NOTES ON
SPSS SYNTAX FOR CHAPTER 2 722.7 BIBLIOGRAPHY AND FURTHER READING 73 3
CONFIDENCE INTERVALS 74 3.1 CHAPTER OVERVIEW 753.2 FROM POINT ESTIMATES
TO INTERVAL ESTIMATES 753.3 CONFIDENCE INTERVALS 763.4 CONFIDENCE
INTERVALS FOR A DIFFERENCE 863.5 USING MONTE CARLO METHODS TO ESTIMATE
CONFIDENCE INTERVALS 93 3.6 GRAPHING CONFIDENCE INTERVALS 1003.7 R CODE
FOR CHAPTER 3 1033.8 NOTES ON SPSS SYNTAX FOR CHAPTER 3 1153.9
BIBLIOGRAPHY AND FURTHER READING 117 4 SIGNIFICANCE TESTS 118 4.1
CHAPTER OVERVIEW 1194.2 FROM CONFIDENCE INTERVALS TO SIGNIFICANCE TESTS
1194.3 NULL HYPOTHESIS SIGNIFICANCE TESTS 1204.4 T TESTS 1254.5 TESTS
FOR DISCRETE DATA 130VII
IMAGE 2
VIII CONTENTS
4.6 INFERENCE ABOUT OTHER PARAMETERS 142
4.7 GOOD PRACTICE IN THE APPLICATION OF SIGNIFICANCE TESTING 143
4.8 R CODE FOR CHAPTER 4 144
4.9 NOTES ON SPSS SYNTAX FOR CHAPTER 4 154
4.10 BIBLIOGRAPHY AND FURTHER READING 157
5 REGRESSION 158
5.1 CHAPTER OVERVIEW 159
5.2 REGRESSION MODELS, PREDICTION AND EXPLANATION 159
5.3 MATHEMATICS OF THE LINEAR FUNCTION 160
5.4 SIMPLE LINEAR REGRESSION 162
5.5 STATISTICAL INFERENCE IN REGRESSION 173
5.6 FITTING AND INTERPRETING REGRESSION MODELS 182
5.7 FITTING CURVILINEAR RELATIONSHIPS WITH SIMPLE LINEAR REGRESSION 190
5.8 R CODE FOR CHAPTER 5 192
5.9 NOTES ON SPSS SYNTAX FOR CHAPTER 5 200
5.10 BIBLIOGRAPHY AND FURTHER READING 204
6 CORRELATION AND COVARIANCE 205
6.1 CHAPTER OVERVIEW 206
6.2 CORRELATION, REGRESSION AND ASSOCIATION 206
6.3 STATISTICAL INFERENCE WITH THE PRODUCT-MOMENT CORRELATION
COEFFICIENT 211 6.4 CORRELATION, ERROR AND RELIABILITY 214
6.5 ALTERNATIVE CORRELATION COEFFICIENTS 218
6.6 INFERENCES ABOUT DIFFERENCES IN SLOPES 224
6.7 R CODE FOR CHAPTER 6 226
6.8 NOTES ON SPSS SYNTAX FOR CHAPTER 6 232
6.9 BIBLIOGRAPHY AND FURTHER READING 233
7 EFFECT SIZE 2 34
7.1 CHAPTER OVERVIEW 235
7.2 THE ROLE OF EFFECT SIZE IN RESEARCH 235
7.3 SELECTING AN EFFECT SIZE METRIC 238
7.4 EFFECT SIZE METRICS FOR CONTINUOUS OUTCOMES 242
7.5 EFFECT SIZE METRICS FOR DISCRETE VARIABLES 259
7.6 R CODE FOR CHAPTER 7 270
7.7 NOTES ON SPSS SYNTAX FOR CHAPTER 7 275
7.8 BIBLIOGRAPHY AND FURTHER READING 276
7.9 ONLINE SUPPLEMENT 1: META-ANALYSIS 276
8 STATISTICAL POWER 277
8.1 CHAPTER OVERVIEW 278
8.2 SIGNIFICANCE TESTS, EFFECT SIZE AND STATISTICAL POWER 278
8.3 STATISTICAL POWER AND SAMPLE SIZE 280
8.4 STATISTICAL POWER ANALYSIS 289
8.5 ACCURACY IN PARAMETER ESTIMATION (AIPE) 294
8.6 ESTIMATING A 297
8.7 R CODE FOR CHAPTER 8 299
IMAGE 3
CONTENTS IX
8.8 NOTES ON SPSS SYNTAX FOR CHAPTER 8 303
8.9 BIBLIOGRAPHY AND FURTHER READING 303
9 EXPLORING MESSY DATA 304
9.1 CHAPTER OVERVIEW 305
9.2 STATISTICAL ASSUMPTIONS 305
9.3 TOOLS FOR DETECTING AND ASSESSING PROBLEMS 311
9.4 MODEL CHECKING IN REGRESSION 325
9.5 R CODE FOR CHAPTER 9 331
9.6 NOTES ON SPSS SYNTAX FOR CHAPTER 9 336
9.7 BIBLIOGRAPHY AND FURTHER READING 338
10 DEALING WITH MESSY DATA 339
10.1 CHAPTER OVERVIEW 340
10.2 DEALING WITH VIOLATIONS OF STATISTICAL ASSUMPTIONS 340
10.3 ROBUST METHODS 344
10.4 TRANSFORMATIONS 349
10.5 R CODE FOR CHAPTER 10 358
10.6 NOTES ON SPSS SYNTAX FOR CHAPTER 10 361
10.7 BIBLIOGRAPHY AND FURTHER READING 362
10.8 ONLINE SUPPLEMENT 2: DEALING WITH MISSING DATA 362
11 ALTERNATIVES TO CLASSICAL STATISTICAL INFERENCE 363
11.1 CHAPTER OVERVIEW 364
11.2 THE NULL HYPOTHESIS SIGNIFICANCE TESTING CONTROVERSY 364
11.3 FREQUENTIST RESPONSES TO THE NHST CONTROVERSY 369
11.4 LIKELIHOOD 375
11.5 BAYESIAN INFERENCE 387
11.6 INFORMATION CRITERIA 401
11.7 R CODE FOR CHAPTER 11 408
11.8 NOTES ON SPSS SYNTAX FOR CHAPTER 11 420
11.9 BIBLIOGRAPHY AND FURTHER READING 422
11.10 ONLINE SUPPLEMENT 3: REPLICATION PROBABILITIES AND P REP 422
12 MULTIPLE REGRESSION AND THE GENERAL LINEAR MODEL 423
12.1 CHAPTER OVERVIEW 424
12.2 THE MULTIPLE LINEAR REGRESSION MODEL 424
12.3 THE IMPACT OF INDIVIDUAL PREDICTORS ON THE MODEL 441
12.4 BUILDING A STATISTICAL MODEL 456
12.5 R CODE FOR CHAPTER 12 460
12.6 NOTES ON SPSS SYNTAX FOR CHAPTER 12 470
12.7 BIBLIOGRAPHY AND FURTHER READING 471
13 ANOVA AND ANCOVA WITH INDEPENDENT MEASURES 472
13.1 CHAPTER OVERVIEW 473
13.2 ANOVA AND ANCOVA AS SPECIAL CASES OF REGRESSION 473
13.3 ONE-WAY ANALYSIS OF VARIANCE WITH INDEPENDENT MEASURES 478
13.4 EXPLORING DIFFERENCES BETWEEN LEVEL MEANS 490
13.5 ANALYSIS OF COVARIANCE 503
IMAGE 4
X CONTENTS
13.6 ANOVA, ANCOVA AND MULTIPLE REGRESSION 511
13.7 R CODE FOR CHAPTER 13 511
13.8 NOTES ON SPSS SYNTAX FOR CHAPTER 13 522
13.9 BIBLIOGRAPHY AND FURTHER READING 526
14 INTERACTIONS 527
14.1 CHAPTER OVERVIEW 528
14.2 MODELING INTERACTION EFFECTS 528
14.3 INTERACTIONS IN REGRESSION: MODERATED MULTIPLE REGRESSION 529
14.4 POLYNOMIAL REGRESSION 540
14.5 FACTORIAL ANOVA 542
14.6 ANCOVA AND HOMOGENEITY OF COVARIANCE 562
14.7 EFFECT SIZE IN FACTORIAL ANOVA, ANCOVA AND MULTIPLE REGRESSION 564
14.8 STATISTICAL POWER TO DETECT INTERACTIONS 568
14.9 PROBLEMS WITH INTERACTIONS IN ANOVA AND REGRESSION 569
14.10 R CODE FOR CHAPTER 14 571
14.11 NOTES ON SPSS SYNTAX FOR CHAPTER 14 586
14.12 BIBLIOGRAPHY AND FURTHER READING
15 CONTRASTS 590
15.1 CHAPTER OVERVIEW 591
15.2 CONTRASTS AND THE DESIGN MATRIX 591
15.3 INTERACTION CONTRASTS 605
15.4 POST HOC CONTRASTS AND CORRECTION FOR MULTIPLE TESTING 609
15.5 CONTRASTS OF ADJUSTED MEANS IN ANCOVA 611
15.6 THE ROLE OF CONTRASTS IN OTHER STATISTICAL MODELS 612
15.7 R CODE FOR CHAPTER 15 613
15.8 NOTES ON SPSS SYNTAX FOR CHAPTER 15 620
15.9 BIBLIOGRAPHY AND FURTHER READING 621
16 REPEATED MEASURES ANOVA 622
16.1 CHAPTER OVERVIEW 623
16.2 MODELING CORRELATED OR REPEATED MEASURES 623
16.3 ANOVA WITH REPEATED MEASURES 623
16.4 COMBINING INDEPENDENT AND REPEATED MEASURES: MIXED ANOVA DESIGNS
638 16.5 COMPARISONS, CONTRASTS AND SIMPLE EFFECTS WITH REPEATED
MEASURES 642 16.6 M ANOVA 647
16.7 ANCOVA WITH REPEATED MEASURES 650
16.8 R CODE FOR CHAPTER 16 656
16.9 NOTES ON SPSS SYNTAX FOR CHAPTER 16 664
16.10 BIBLIOGRAPHY AND FURTHER READING 666
17 MODELING DISCRETE O U T C O M ES 667
17.1 CHAPTER OVERVIEW 668
17.2 MODELING DISCRETE OUTCOMES IN THE GENERAL LINEAR MODEL 668
17.3 GENERALIZED LINEAR MODELS 669
17.4 LOGISTIC REGRESSION 672
17.5 MODELING COUNT DATA 694
17.6 MODELING DISCRETE OUTCOMES WITH CORRELATED MEASURES 706
IMAGE 5
CONTENTS XI
R CODE FOR CHAPTER 17 NOTES ON SPSS SYNTAX FOR CHAPTER 17 BIBLIOGRAPHY
AND FURTHER READING
17.7 17.8 17.9 17.10 ONLINE SUPPLEMENT 4: PSEUDO-I? 2 AND RELATED
MEASURES 17.11 ONLINE SUPPLEMENT 5: LOGLINEAR MODELS
18 MULTILEVEL MODELS 18.1 CHAPTER OVERVIEW 18.2 FROM REPEATED MEASURES
ANOVA TO MULTILEVEL MODELS 18.3 MULTILEVEL REGRESSION MODELS
18.4 BUILDING UP A MULTILEVEL MODEL 18.5 CROSSED VERSUS NESTED RANDOM
FACTORS 18.6 MULTILEVEL GENERALIZED LINEAR MODELS 18.7 R CODE FOR
CHAPTER 18
18.8 NOTES ON SPSS SYNTAX FOR CHAPTER 18 18.9 BIBLIOGRAPHY AND FURTHER
READING
NOTES REFERENCES AUTHOR INDEX SUBJECT INDEX
708 720 722 723 723
724 725 725 731
741 762 766 769 782 784
785 798 817 821
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| spelling | Baguley, Thomas 1968- Verfasser (DE-588)1042195617 aut Serious stats a guide to advanced statistics for the behavioral sciences Thomas Baguley Houndmills, Basingstoke Palgrave Macmillan 2012 XXIII, 830 S. graph.Darst. txt rdacontent n rdamedia nc rdacarrier Erscheint: Juli 2012 Sozialwissenschaften Psychology Statistical methods Social sciences Statistical methods Psychometrics Verhaltenswissenschaften (DE-588)4133253-2 gnd rswk-swf Statistische Analyse (DE-588)4116599-8 gnd rswk-swf Verhaltenswissenschaften (DE-588)4133253-2 s Statistische Analyse (DE-588)4116599-8 s DE-604 SWB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025213971&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Baguley, Thomas 1968- Serious stats a guide to advanced statistics for the behavioral sciences Sozialwissenschaften Psychology Statistical methods Social sciences Statistical methods Psychometrics Verhaltenswissenschaften (DE-588)4133253-2 gnd Statistische Analyse (DE-588)4116599-8 gnd |
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| title | Serious stats a guide to advanced statistics for the behavioral sciences |
| title_auth | Serious stats a guide to advanced statistics for the behavioral sciences |
| title_exact_search | Serious stats a guide to advanced statistics for the behavioral sciences |
| title_full | Serious stats a guide to advanced statistics for the behavioral sciences Thomas Baguley |
| title_fullStr | Serious stats a guide to advanced statistics for the behavioral sciences Thomas Baguley |
| title_full_unstemmed | Serious stats a guide to advanced statistics for the behavioral sciences Thomas Baguley |
| title_short | Serious stats |
| title_sort | serious stats a guide to advanced statistics for the behavioral sciences |
| title_sub | a guide to advanced statistics for the behavioral sciences |
| topic | Sozialwissenschaften Psychology Statistical methods Social sciences Statistical methods Psychometrics Verhaltenswissenschaften (DE-588)4133253-2 gnd Statistische Analyse (DE-588)4116599-8 gnd |
| topic_facet | Sozialwissenschaften Psychology Statistical methods Social sciences Statistical methods Psychometrics Verhaltenswissenschaften Statistische Analyse |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025213971&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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