Categorical data analysis for the behavioral and social sciences:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
New York, NY
Routledge
[2011]
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | Includes bibliographical references and index |
| Beschreibung: | xii, 283 Seiten Illustrationen, Diagramme |
| ISBN: | 9781848728363 |
Internformat
MARC
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| 100 | 1 | |a Azen, Razia |d 1969- |e Verfasser |0 (DE-588)1147146098 |4 aut | |
| 245 | 1 | 0 | |a Categorical data analysis for the behavioral and social sciences |c Razia Azen (University of Wisconsin-Milwaukee), Cindy M. Walker (University of Wisconsin-Milwaukee) |
| 264 | 1 | |a New York, NY |b Routledge |c [2011] | |
| 300 | |a xii, 283 Seiten |b Illustrationen, Diagramme | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 500 | |a Includes bibliographical references and index | ||
| 650 | 4 | |a Sozialwissenschaften | |
| 650 | 4 | |a Social sciences |x Statistical methods | |
| 700 | 1 | |a Walker, Cindy M. |d 1965- |e Sonstige |0 (DE-588)1235084248 |4 oth | |
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Datensatz im Suchindex
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| adam_text |
IMAGE 1
CONTENTS
PREFACE XI
CHAPTER 1 INTRODUCTION AND OVERVIEW 1
1.1 WHAT IS CATEGORICAL DATA ANALYSIS? 1
1.2 SCALES OF MEASUREMENT 2
1.3 A BRIEF HISTORY OF CATEGORICAL METHODS 3
1.4 ORGANIZATION OF THIS BOOK 4
1.5 SUMMARY 5
CHAPTER 2 PROBABILITY DISTRIBUTIONS 7
2.1 PROBABILITY DISTRIBUTIONS FOR CATEGORICAL VARIABLES 7
2.2 FREQUENCY DISTRIBUTION TABLES FOR DISCRETE VARIABLES 8
2.3 THE HYPERGEOMETRIC DISTRIBUTION 9
2.4 THE BERNOULLI DISTRIBUTION 12
2.5 THE BINOMIAL DISTRIBUTION 12
2.6 THE MULTINOMIAL DISTRIBUTION 14
2.7 THE POISSON DISTRIBUTION 16
2.8 SUMMARY 19
CHAPTER 3 PROPORTIONS, ESTIMATION, AND GOODNESS-OF-FIT 21
3.1 MAXIMUM LIKELIHOOD ESTIMATION: A SINGLE PROPORTION 21
3.2 HYPOTHESIS TESTING FOR A SINGLE PROPORTION 23
3.3 CONFIDENCE INTERVALS FOR A SINGLE PROPORTION 29
3.4 GOODNESS-OF-FIT: COMPARING DISTRIBUTIONS FOR A SINGLE DISCRETE
VARIABLE 30 3.5 COMPUTER OUTPUT: SINGLE PROPORTION EXAMPLE 32
3.6 COMPUTER OUTPUT: GOODNESS-OF-FIT EXAMPLE 38
3.7 SUMMARY 41
CHAPTER 4 ASSOCIATION BETWEEN TWO CATEGORICAL VARIABLES 45
4.1 CONTINGENCY TABLES FOR TWO CATEGORICAL VARIABLES 45
4.2 INDEPENDENCE 46
4.3 ODDS RATIO 47
4.4 TESTING THE ASSOCIATION BETWEEN TWO CATEGORICAL VARIABLES 54
4.5 APPLICATIONS: INTER-RATER AGREEMENT 61
4.6 COMPUTER OUTPUT: TEST OF INDEPENDENCE 63
4.7 COMPUTER OUTPUT: INTER-RATER AGREEMENT 69
4.8 COMPLETE EXAMPLE 72
4.9 SUMMARY 73
VII
IMAGE 2
V III CONTENTS
CHAPTER 5 ASSOCIATION BETWEEN THREE CATEGORICAL VARIABLES 79
5.1 CONTINGENCY TABLES FOR THREE CATEGORICAL VARIABLES 80
5.2 MARGINAL AND CONDITIONAL INDEPENDENCE 84
5.3 INFERENTIAL STATISTICS FOR THREE-WAY TABLES 87
5.4 COMPUTER OUTPUT: TEST OF ASSOCIATION 94
5.5 COMPUTER OUTPUT: INFERENTIAL TESTS FOR THREE-WAY TABLES 97
5.6 COMPLETE EXAMPLE 103
5.7 SUMMARY ILL
CHAPTER 6 MODELING AND THE GENERALIZED LINEAR MODEL 117
6.1 COMPONENTS OF A GLM 118
6.2 PARAMETER ESTIMATION 126
6.3 MODEL FIT 128
6.4 PARAMETER INFERENCE 132
6.5 SUMMARY 134
CHAPTER 7 LOG-LINEAR MODELS 137
7.1 CODING OF VARIABLES AND NOTATION IN LOG-LINEAR MODELS 138
7.2 LOG-LINEAR MODELS FOR TWO-WAY CONTINGENCY TABLES 140
7.3 LOG-LINEAR MODELS FOR THREE-WAY CONTINGENCY TABLES 143
7.4 INFERENCE FOR LOG-LINEAR MODELS: MODEL FIT 154
7.5 LOG-LINEAR MODELS FOR HIGHER TABLES 156
7.6 COMPUTER OUTPUT: FITTING LOG-LINEAR MODELS 162
7.7 COMPLETE EXAMPLE 169
7.8 SUMMARY 177
CHAPTER 8 LOGISTIC REGRESSION WITH CONTINUOUS PREDICTORS 181
8.1 THE LOGISTIC REGRESSION MODEL 182
8.2 PARAMETER INTERPRETATION 184
8.3 INFERENCE 188
8.4 MODEL FIT, RESIDUALS, AND DIAGNOSTICS OF FIT 194
8.5 COMPLETE EXAMPLE AND COMPUTING 198
8.6 SUMMARY 210
CHAPTER 9 LOGISTIC REGRESSION WITH CATEGORICAL PREDICTORS 215
9.1 CODING CATEGORICAL PREDICTORS 215
9.2 PARAMETER INTERPRETATION 218
9.3 INFERENTIAL PROCEDURES 219
9.4 MODEL TESTING 220
9.5 INTERACTIONS 221
9.6 THE RELATIONSHIP BETWEEN LOGISTIC REGRESSION AND LOG-LINEAR MODELS
223 9.7 COMPUTING 226
9.8 COMPLETE EXAMPLE OF LOGISTIC REGRESSION USING BOTH CATEGORICAL AND
CONTINUOUS PREDICTORS 235
9.9 SUMMARY 239
CHAPTER 10 LOGISTIC REGRESSION FOR MULTICATEGORY OUTCOMES 243
10.1 THE MULTICATEGORY LOGISTIC REGRESSION MODEL 243
10.2 PARAMETER TESTING AND INTERPRETATION 249
IMAGE 3
CONTENTS IX
10.3 MULTICATEGORY LOGISTIC REGRESSION WITH ORDINAL OUTCOME VARIABLES
250 10.4 COMPUTING AND COMPLETE EXAMPLE USING A NOMINAL OUTCOME VARIABLE
253 10.5 COMPUTING AND COMPLETE EXAMPLE USING AN ORDINAL OUTCOME
VARIABLE 262 10.6 SUMMARY 272
REFERENCES 275
APPENDIX 277
INDEX 279 |
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| callnumber-first | H - Social Science |
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| dewey-ones | 519 - Probabilities and applied mathematics |
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| dewey-search | 519.5/35 |
| dewey-sort | 3519.5 235 |
| dewey-tens | 510 - Mathematics |
| discipline | Soziologie Psychologie Mathematik Wirtschaftswissenschaften |
| format | Book |
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| id | DE-604.BV036806335 |
| illustrated | Illustrated |
| indexdate | 2025-02-02T17:00:11Z |
| institution | BVB |
| isbn | 9781848728363 |
| language | English |
| lccn | 2010014461 |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-020722409 |
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| physical | xii, 283 Seiten Illustrationen, Diagramme |
| publishDate | 2011 |
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| publisher | Routledge |
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| spelling | Azen, Razia 1969- Verfasser (DE-588)1147146098 aut Categorical data analysis for the behavioral and social sciences Razia Azen (University of Wisconsin-Milwaukee), Cindy M. Walker (University of Wisconsin-Milwaukee) New York, NY Routledge [2011] xii, 283 Seiten Illustrationen, Diagramme txt rdacontent n rdamedia nc rdacarrier Includes bibliographical references and index Sozialwissenschaften Social sciences Statistical methods Walker, Cindy M. 1965- Sonstige (DE-588)1235084248 oth SWB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=020722409&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Azen, Razia 1969- Categorical data analysis for the behavioral and social sciences Sozialwissenschaften Social sciences Statistical methods |
| title | Categorical data analysis for the behavioral and social sciences |
| title_auth | Categorical data analysis for the behavioral and social sciences |
| title_exact_search | Categorical data analysis for the behavioral and social sciences |
| title_full | Categorical data analysis for the behavioral and social sciences Razia Azen (University of Wisconsin-Milwaukee), Cindy M. Walker (University of Wisconsin-Milwaukee) |
| title_fullStr | Categorical data analysis for the behavioral and social sciences Razia Azen (University of Wisconsin-Milwaukee), Cindy M. Walker (University of Wisconsin-Milwaukee) |
| title_full_unstemmed | Categorical data analysis for the behavioral and social sciences Razia Azen (University of Wisconsin-Milwaukee), Cindy M. Walker (University of Wisconsin-Milwaukee) |
| title_short | Categorical data analysis for the behavioral and social sciences |
| title_sort | categorical data analysis for the behavioral and social sciences |
| topic | Sozialwissenschaften Social sciences Statistical methods |
| topic_facet | Sozialwissenschaften Social sciences Statistical methods |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=020722409&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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