Social sequence analysis: methods and applications
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
New York, NY, USA
Cambridge Univ. Press
2015
|
| Schriftenreihe: | Structural analysis in the social sciences
37 |
| Schlagworte: | |
| Online-Zugang: | Cover image Inhaltsverzeichnis |
| Beschreibung: | Includes bibliographical references and index |
| Beschreibung: | XXI, 314 S. graph. Darst. |
| ISBN: | 9781107102507 9781107500549 |
Internformat
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| 245 | 1 | 0 | |a Social sequence analysis |b methods and applications |c Benjamin Cornwell |
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| 490 | 1 | |a Structural analysis in the social sciences |v 37 | |
| 500 | |a Includes bibliographical references and index | ||
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Datensatz im Suchindex
| _version_ | 1805078299350663168 |
|---|---|
| adam_text |
Contents
List of Figures page xii
List of Tables XV
Preface xvii
Acknowledgments xix
PART I. INTRODUCTION
1 Sequence Analysis in the Social Sciences 3
1.1 Timing and Context of the Book 4
1.2 Contributions 7
1.3 Audience and Scope 9
1.4 Related References 14
1.5 Plan of the Book 16
PART II. THEORETICAL BACKGROUND
2 Theoretical Foundations of Social Sequence Analysis 21
2.1 What Are Social Sequences? 21
2.2 The Structural Origins of Social Sequences 22
2.3 Why Social Sequences Matter 25
2.4 Origins of Social Sequence Analysis Techniques 32
2.4.1 Narrative Positivism 33
2.4.2 The Relational Nature of Social Phenomena 36
2.4.3 The Development of Whole-Sequence
Analysis Methods 38
2.4.4 Pivotal Criticisms 41
2.5 The Second Wave of Social Sequence Analysis 45
2.5.1 Sequences as Networks 46
2.5.2 Microsequence Analysis 52
2.6 Looking Ahead 55
vii
Contents
viii
PART III. SOCIAL SEQUENCE ANALYSIS CONCEPTS
AND TECHNIQUES
3 Sequence Analysis Concepts and Data 59
3.1 Sequence Properties
3.1.1 Positions 60
3.1.2 Elements 60
3.1.3 Substructures 61
3.1.4 Subjects 62
3.2 Key Issues in Sequence Data 62
3.2.1 Recurrence 63
3.2.2 Ties and Multidimensionality 65
3.2.3 Gaps 66
3.3 The Sequence Universe 67
3.3.1 Size 67
3.3.2 Boundary Specification 69
3.4 Sequence Data 70
3.4.1 Data Collection 70
3.4.2 Element-Position Sampling 73
3.4.3 Units of Measure 74
3.5 Data Used in This Book 75
3.5.1 The Survey of Health, Ageing, and Retirement
in Europe (SHARE) 75
3.5.2 The Correlates of War Global Trade Network 76
3.5.3 The Davis, 'Gardner, and Gardner Deep
South Study 78
3.5.4 The Multinational Time Use Study (MTUS) 79
3.5.5 The American Time Use Survey (ATUS) 80
4 Detecting Sequence Structure 83
4.1 Descriptive Analysis 83
4.1.1 Sequence Length 84
4.1.2 Element Frequencies 84
4.1.3 n-grams 85
4.1.4 Position Reports 85
4.2 Describing Stochastic Patterns 86
4.2.1 Transition Matrices 86
4.2.2 Markov Chains 91
4.3 Sequential Connection 91
4.3.1 Empirical Illustration: Gender Differences
in the Parenthood-Stress Link 93
4.4 Stationarity 94
4.4.1 Empirical Illustration: Stationarity in the
World System 95
4.5 Spells 9-7
Contents ix
4.6 Homogeneity 98
4.7 On Using Summary Statistics and Tests 99
4.8 Visual Aids 100
4.8.1 Transition Bubble Graphs 100
4.8.2 State Transition Diagrams 101
4.8.3 Sequence Index Plots 102
4.8.4 State Distribution Graphs 104
4.8.5 Tempograms 104
4.8.6 Sequence-Network Diagrams 105
4.8.7 On the Use of Color and Grayscale 105
4.9 Looking Ahead 108
5 Whole-Sequence Comparison Methods 109
5.1 Sequence Alignment 110
5.1.1 Sequence Alignment Operations 110
5.1.2 Operation Costs and Distance 111
5.2 Classical Optimal Matching (OM) 111
5.2.1 Finding the Optimal Solution 113
5.2.2 The Needleman-Wunsch Algorithm 114
5.3 Basic Operation Cost Regimes 115
5.3.1 Levenshtein Distance 115
5.3.2 Levenshtein II Distance 115
5.3.3 Hamming Distance 116
5.4 Considerations in Setting Operation Costs 116
5.4.1 Order versus Timing 116
5.4.2 Time Warping 118
5.5 Criticisms of Classical OM 119
5.5.1 Theory/Method Fit 120
5.5.2 Arbitrary Operation Costs 120
5.6 Improvements on Classical OM 122
5.6.1 Variable Substitution Costs 122
5.6.2 Distance Normalization 124
5.6.3 Reference Sequence Comparison 125
5.6.4 Spell-Adjusted Distances 126
5.6.5 The Dynamic Hamming Method 127
5.7 Detecting Whole Sequence Patterns 129
5.7.1 Hierarchical Cluster Analysis 130
5.7.2 Identifying Sequence Classes 133
5.7.3 Assessing Validity and Reliability 136
5.7.4 Describing Sequence Classes 139
5.8 Recent Advances in Sequence Comparison 143
5.8.1 Multidimensional Sequence Analysis 144
5.8.2 Two-Stage Optimal Matching (2SOM) Analysis 146
5.8.3 Transition Sequence Analysis 147
x Contents
5.8A Nonalignment Techniques 148
s. 8.5 Beyond Cluster Analysis 150
PART IV. NEW DIRECTIONS IN SOCIAL SEQUENCE
ANALYSIS
6 Network Methods for Sequence Analysis 155
6.1 Theoretical Rationale 156
6.1.1 Networks of Sequences I56
6.1.2 Sequences as Bases of Affiliations 160
6.2 Network Concepts and Terms 163
6.2.1 Network Matrices and Components 163
6.2.2 Directed and Undirected Networks 164
6.2.3 One- and Two-Mode Networks 165
6.2.4 Subject Comembership and Element Overlap 165
6.3 Sequence-Network Construction 167
6.3.1 Nonrecurrent Sequence Networks 167
6.3.2 Recurrent Seque?tce Affiliation Networks 170
6.3.3 Directed Sequence Networks 171
6.3.4 Multidimensional Sequence Networks 172
6.4 Visualization 172
6.4.1 Relationships among Subjects 173
6.4.2 Two-Mode Ordered Event Networks 174
6.4.3 Two-Mode Recurrent Sequences 176
6.4.4 Directed Sequence Networks 179
6.5 Structural Measures for Sequence Networks 184
6.6 Identification of Subject/Element Subsets 189
6.6.1 Subsets in Sequence Affiliation Networks 190
6.6.2 Element Subsets in Directed Sequence Networks 193
6.6.3 Sequence Motifs 195
6.7 Event Structure Analysis 196
6.8 Statistical Network Models for Sequential Events 200
6.8.1 Exponential Random Graph (p*) Models 200
6.8.2 ERGMs for Ordered Nonrecurrent Sequence
Networks 201
6.9 Dynamic Sequence Networks 202
6.9.1 Subject- and Element-Eevel Change 203
6.9.2 Sequence Subset Evolution 206
6.9.3 Whole Sequence-Network Evolution 207
6.10 Conclusion 209
7 Social Microsequence Analysis 210
7.1 An Exemplary Sequence Context 211
7.2 The Elements of Social Microsequences 214
7.2.1 Relationship to Microinteraction Sequences 215
Contents xi
7.2.2 Elements and Positions 215
7.2.3 Data Collection and Availability 216
7.3 Nonnetwork Sequence Approaches 217
7.3.1 OM Sequence Classification 220
7.3.2 Transition and Switching Analysis 222
7.4 Sequence-Network Approaches 226
7.4.1 Synchrony 227
7.4.2 Measurement of Synchrony 230
7.4.3 Identifying Sources of Synchrony 238
7.4.4 Routine 241
7.4. S Measurement and Visualization of Routine 244
7.5 Next Steps 251
PART V. CONCLUSIONS
8 The Promise of Social Sequence Analysis 255
8.1 Limitations 256
8.2 Future Research 257
8.2.1 Routine and Routinization 257
8.2.2 Sequence Networks, Network Sequences 258
8.2.3 Sequential Statistical Inference 259
8.2.4 Data Collection 261
Appendix A Recent Whole-Sequence Pattern Analyses 263
Appendix B Linkage Criteria for Agglomerative
Hierarchical Clustering 270
References 275
Index 303 |
| any_adam_object | 1 |
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| dewey-hundreds | 300 - Social sciences |
| dewey-ones | 300 - Social sciences |
| dewey-raw | 300.72 |
| dewey-search | 300.72 |
| dewey-sort | 3300.72 |
| dewey-tens | 300 - Social sciences |
| discipline | Soziologie |
| format | Book |
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| spelling | Cornwell, Benjamin Verfasser (DE-588)116976164X aut Social sequence analysis methods and applications Benjamin Cornwell New York, NY, USA Cambridge Univ. Press 2015 XXI, 314 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Structural analysis in the social sciences 37 Includes bibliographical references and index Sozialwissenschaften Social sciences Methodology Methode (DE-588)4038971-6 gnd rswk-swf Sozialwissenschaften (DE-588)4055916-6 gnd rswk-swf Reihenfolge (DE-588)4507704-6 gnd rswk-swf Sozialwissenschaften (DE-588)4055916-6 s Reihenfolge (DE-588)4507704-6 s Methode (DE-588)4038971-6 s DE-604 Erscheint auch als Online-Ausgabe 978-1-316-21253-0 Structural analysis in the social sciences 37 (DE-604)BV002814947 37 http://assets.cambridge.org/97811071/02507/cover/9781107102507.jpg Cover image Digitalisierung UB Bamberg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028244177&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Cornwell, Benjamin Social sequence analysis methods and applications Structural analysis in the social sciences Sozialwissenschaften Social sciences Methodology Methode (DE-588)4038971-6 gnd Sozialwissenschaften (DE-588)4055916-6 gnd Reihenfolge (DE-588)4507704-6 gnd |
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| title | Social sequence analysis methods and applications |
| title_auth | Social sequence analysis methods and applications |
| title_exact_search | Social sequence analysis methods and applications |
| title_full | Social sequence analysis methods and applications Benjamin Cornwell |
| title_fullStr | Social sequence analysis methods and applications Benjamin Cornwell |
| title_full_unstemmed | Social sequence analysis methods and applications Benjamin Cornwell |
| title_short | Social sequence analysis |
| title_sort | social sequence analysis methods and applications |
| title_sub | methods and applications |
| topic | Sozialwissenschaften Social sciences Methodology Methode (DE-588)4038971-6 gnd Sozialwissenschaften (DE-588)4055916-6 gnd Reihenfolge (DE-588)4507704-6 gnd |
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