Community analysis in dynamic social networks:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Abschlussarbeit Buch |
| Sprache: | English |
| Veröffentlicht: |
Göttingen
Sierke
2009
|
| Ausgabe: | 1. Aufl. |
| Schriftenreihe: | Informatik
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | Literaturverz. S. 183 - 197 |
| Beschreibung: | IX, 197 S. Ill., graph. Darst. 21 cm, 284 gr. |
| ISBN: | 9783868442120 |
Internformat
MARC
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| 490 | 0 | |a Informatik | |
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Datensatz im Suchindex
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|---|---|
| adam_text |
IMAGE 1
CONTENTS
LIST OF FIGURES V
LIST OF TABLES VII
LIST OF ALGORITHMS IX
1 INTRODUCTION 1
1.1 ONLINE COMMUNITIES - A SPREADING PHENOMENON 1
1.2 ADDRESSING REAL WORLD PROBLEMS 5
1.3 STRUCTURE OF THE THESIS 7
2 FUNDAMENTALS 9
2.1 SOCIAL NETWORK ANALYSIS 9
2.1.1 TYPES OF SOCIAL NETWORKS 9
2.1.2 ANALYZING NETWORKS 11
2.2 COMMUNITIES IN NETWORKS 17
2.2.1 SUBGROUPS IN SOCIAL NETWORK ANALYSIS 17
2.2.2 REAL-WORLD AND VIRTUAL COMMUNITIES 21
2.3 GRAPH CLUSTERING TECHNIQUES 25
2.3.1 PARTITIONING METHODS 25
2.3.2 HIERARCHICAL METHODS 27
2.3.3 DENSITY-BASED METHODS 29
2.4 EVALUATING GRAPH CLUSTERS 30
2.4.1 RESILIENCE MEASURE FOR GRAPH CLUSTERS 30
2.4.2 QUALITY MEASURES FOR GRAPH CLUSTERINGS 31
2.5 TRACKING TEMPORAL DYNAMICS OF COMMUNITIES 36
2.5.1 NETWORK EVOLUTION MODELS 37
2.5.2 COMMUNITY EVOLUTION MODELS 37
2.5.3 MODELS FOR THE EVOLUTION OF CLUSTERS 39
2.5.4 COMMUNITY EVOLUTION IN AN ORGANIZATIONAL CONTEXT 40
3 COMMUNITY AS A SUBGRAPH FORMATION OVER TIME 45
3.1 THE COMMUNITY DISCOVERY MODEL 45
BIBLIOGRAFISCHE INFORMATIONEN HTTP://D-NB.INFO/999259148
DIGITALISIERT DURCH
IMAGE 2
CONTENTS
3.1.1 PARTITIONING THE TIME AXIS AND BUILDING THE GRAPH OF INTER-
ACTIONS 46
3.1.2 CLUSTERING USERS INTO COMMUNITY INSTANCES 51
3.1.3 EVOLUTION OF COMMUNITY INSTANCES 53
3.1.4 COMMUNITY SURVIVAL GRAPH 56
3.1.5 COMMUNITIES IN THE SURVIVAL GRAPH 56
3.2 VISUALIZING TEMPORAL DYNAMICS IN COMMUNITIES 57
3.2.1 ACTOR-ORIENTED VISUALIZATION OF COMMUNITY INSTANCE EVOLUTION 58
3.2.2 GROUP-ORIENTED VISUALIZATION OF COMMUNITY INSTANCE EVOLU- TION 60
3.3 APPLICATION: STUDYING COMMUNITIES WITH FLUCTUATING MEMBERS . . 63
3.3.1 THE IKUS DATA SET 64
3.3.2 DETERMINING PARAMETERS 65
3.3.3 DATA SET CHARACTERISTICS 66
3.3.4 FLUCTUATING MEMBERS 67
3.3.5 CONCLUSION 72
3.4 APPLICATION: REPRESENTATIVENESS OF COMMUNITIES FOR MEMBERS . . 72
3.4.1 USERS WITHIN EVOLVING COMMUNITIES 72
3.4.2 RELEVANCE OF A COMMUNITY FOR A USER 74
3.4.3 CONCLUSION 76
3.5 RELATED WORK 76
3.5.1 MODELLING COMMUNITY DYNAMICS 77
3.5.2 VISUALIZING COMMUNITY DYNAMICS 79
3.6 CONCLUDING REMARKS 79
4 COMMUNITY AS A SUBGRAPH THAT EVOLVES OVER TIME 85
4.1 DENGRAPH: DENSITY-BASED GRAPH CLUSTERING 85
4.1.1 DENSITY-REACHABILITY IN A GRAPH 86
4.1.2 GRAPH CLUSTERING FOR OVERLAPPING COMMUNITIES 89
4.1.3 COMPLEXITY AND COMPUTATION TIME 91
4.2 DENGRAPH-IO: INCREMENTAL GRAPH CLUSTERING 91
4.2.1 CLUSTER CHANGES 91
4.2.2 CORRECTNESS OF THE INCREMENTAL UPDATES 97
4.2.3 COMPLEXITY AND COMPUTATION TIME 99
4.3 EVALUATING GRAPH CLUSTERS 101
4.3.1 GRAPH CLUSTER STABILITY 101
4.3.2 GRAPH CLUSTER QUALITY 102
4.4 APPLICATION: GRAPH OVER INTERACTIONS 108
4.4.1 ENRON DATA SET 108
4.4.2 DEFINING PROXIMITY IN THE ENRON GRAPH *
IMAGE 3
CONTENTS
4.4.3 EXPERIMENTS AND RESULTS 112
4.5 APPLICATION: GRAPH OVER SIMILARITY 132
4.5.1 LAST.FM DATA SET 133
4.5.2 DEFINING SIMILARITY IN THE LAST.FM GRAPH 134
4.5.3 EXPERIMENTS AND RESULTS 136
4.6 CHARACTERISTICS OF THE DENGRAPH-IO ALGORITHM 154
4.6.1 THE IMPACT OF THE PARAMETERS ON THE CLUSTERING 155
4.6.2 CHARACTERISTICS OF CORE AND BORDER VERTICES 156
4.6.3 RELEVANT EDGE-CHANGES FOR THE CLUSTERING 156
4.6.4 IMPACT OF POSITIVE AND NEGATIVE CHANGES ON RUNNING TIME 157 4.6.5
CLUSTER RESILIENCE AND DENGRAPH-STABILITY 158 4.7 RELATED WORK 159
4.8 CONCLUDING REMARKS 160
5 CONCLUSION 163
5.1 MAIN CONTRIBUTIONS 163
5.2 FUTURE WORK 165
A PSEUDOCODE 167
* EXPERIMENTAL RESULTS 173
BIBLIOGRAPHY 183 |
| any_adam_object | 1 |
| author | Falkowski, Tanja 1972- |
| author_GND | (DE-588)138554528 |
| author_facet | Falkowski, Tanja 1972- |
| author_role | aut |
| author_sort | Falkowski, Tanja 1972- |
| author_variant | t f tf |
| building | Verbundindex |
| bvnumber | BV037291406 |
| classification_rvk | MR 5900 |
| ctrlnum | (OCoLC)704837794 (DE-599)DNB999259148 |
| dewey-full | 004.693 302.3 006.312 |
| dewey-hundreds | 000 - Computer science, information, general works 300 - Social sciences |
| dewey-ones | 004 - Computer science 302 - Social interaction 006 - Special computer methods |
| dewey-raw | 004.693 302.3 006.312 |
| dewey-search | 004.693 302.3 006.312 |
| dewey-sort | 14.693 |
| dewey-tens | 000 - Computer science, information, general works 300 - Social sciences |
| discipline | Informatik Soziologie |
| edition | 1. Aufl. |
| format | Thesis Book |
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| genre_facet | Hochschulschrift |
| id | DE-604.BV037291406 |
| illustrated | Illustrated |
| indexdate | 2024-12-05T15:03:28Z |
| institution | BVB |
| isbn | 9783868442120 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-021203973 |
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| owner_facet | DE-473 DE-BY-UBG |
| physical | IX, 197 S. Ill., graph. Darst. 21 cm, 284 gr. |
| publishDate | 2009 |
| publishDateSearch | 2009 |
| publishDateSort | 2009 |
| publisher | Sierke |
| record_format | marc |
| series2 | Informatik |
| spelling | Falkowski, Tanja 1972- Verfasser (DE-588)138554528 aut Community analysis in dynamic social networks Tanja Falkowski 1. Aufl. Göttingen Sierke 2009 IX, 197 S. Ill., graph. Darst. 21 cm, 284 gr. txt rdacontent n rdamedia nc rdacarrier Informatik Literaturverz. S. 183 - 197 Zugl.: Magdeburg, Univ., Diss., 2009 Soziales Netzwerk (DE-588)4055762-5 gnd rswk-swf Netzwerkanalyse Soziologie (DE-588)4205975-6 gnd rswk-swf Visualisierung (DE-588)4188417-6 gnd rswk-swf Aktivitätsanalyse (DE-588)4141767-7 gnd rswk-swf Data Mining (DE-588)4428654-5 gnd rswk-swf Dichtebasiertes Clusterverfahren (DE-588)4808371-9 gnd rswk-swf Social Media (DE-588)4639271-3 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Social Media (DE-588)4639271-3 s Netzwerkanalyse Soziologie (DE-588)4205975-6 s Data Mining (DE-588)4428654-5 s Visualisierung (DE-588)4188417-6 s Dichtebasiertes Clusterverfahren (DE-588)4808371-9 s DE-604 Soziales Netzwerk (DE-588)4055762-5 s Aktivitätsanalyse (DE-588)4141767-7 s 1\p DE-604 DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=021203973&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Falkowski, Tanja 1972- Community analysis in dynamic social networks Soziales Netzwerk (DE-588)4055762-5 gnd Netzwerkanalyse Soziologie (DE-588)4205975-6 gnd Visualisierung (DE-588)4188417-6 gnd Aktivitätsanalyse (DE-588)4141767-7 gnd Data Mining (DE-588)4428654-5 gnd Dichtebasiertes Clusterverfahren (DE-588)4808371-9 gnd Social Media (DE-588)4639271-3 gnd |
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| title | Community analysis in dynamic social networks |
| title_auth | Community analysis in dynamic social networks |
| title_exact_search | Community analysis in dynamic social networks |
| title_full | Community analysis in dynamic social networks Tanja Falkowski |
| title_fullStr | Community analysis in dynamic social networks Tanja Falkowski |
| title_full_unstemmed | Community analysis in dynamic social networks Tanja Falkowski |
| title_short | Community analysis in dynamic social networks |
| title_sort | community analysis in dynamic social networks |
| topic | Soziales Netzwerk (DE-588)4055762-5 gnd Netzwerkanalyse Soziologie (DE-588)4205975-6 gnd Visualisierung (DE-588)4188417-6 gnd Aktivitätsanalyse (DE-588)4141767-7 gnd Data Mining (DE-588)4428654-5 gnd Dichtebasiertes Clusterverfahren (DE-588)4808371-9 gnd Social Media (DE-588)4639271-3 gnd |
| topic_facet | Soziales Netzwerk Netzwerkanalyse Soziologie Visualisierung Aktivitätsanalyse Data Mining Dichtebasiertes Clusterverfahren Social Media Hochschulschrift |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=021203973&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT falkowskitanja communityanalysisindynamicsocialnetworks |