Formal concept analysis and tag recommendations in collaborative tagging systems:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Abschlussarbeit Buch |
| Sprache: | English |
| Veröffentlicht: |
Heidelberg
Akad. Verl.-Ges. AKA [u.a.]
2011
|
| Schriftenreihe: | Dissertationen zur Künstlichen Intelligenz (DISKI)
332 |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | XXXII, 201 S. graph. Darst. 210 mm x 148 mm |
| ISBN: | 9781607507079 9783898383325 |
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Datensatz im Suchindex
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| adam_text | IMAGE 1
CONTENTS
1 INTRODUCTION 1
1.1 TOPICS OF THIS THESIS 1
1.2 CONTRIBUTIONS OF THIS THESIS 2
1.3 STRUCTURE OF THIS THESIS 3
COLLABORATIVE TAGGING SYSTEMS 5
FOUNDATIONS AND STATE OF THE ART 7
2.1 COLLABORATIVE TAGGING SYSTEMS 8
2.2 FOLKSONOMIES 10
2.3 A FORMAL MODEL 13
2.4 RELATED WORK 15
BIBSONOMY 17
3.1 INTRODUCTION 17
3.2 RELATED WORK 18
3.3 USER INTERFACE 21
3.4 ARCHITECTURE 22
3.4.1 COMPONENTS 23
3.4.2 DATABASE 26
3.4.3 SEMANTICS OF THE URL SCHEME 28
3.5 FEATURES 31
3.5.1 IMPORTING RESOURCES 31
3.5.2 EXPORTING BOOKMARKS AND PUBLICATION REFERENCES . .. 33 3.5.3
SUPPORTING RESEARCH GROUPS 35
3.5.4 A REST-BASED API 36
3.5.5 TAG RELATIONS 37
3.5.6 BIBLIOGRAPHIC HASH KEYS FOR DUPLICATE DETECTION . . .. 38 3.5.7
COLLECTING PUBLICATION POSTS WITH THE BASKET 39
3.5.8 TAG EDITING 40
3.5.9 FOLKRANK 40
BIBLIOGRAFISCHE INFORMATIONEN HTTP://D-NB.INFO/1010227467
DIGITALISIERT DURCH
IMAGE 2
CONTENTS
3.6 OUTLOOK 42
II KNOWLEDGE DISCOVERY 45
4 FORMAL CONCEPT ANALYSIS 47
4.1 INTRODUCTION 47
4.1.1 DISCOVERING SHARED CONCEPTUALIZATIONS 47
4.1.2 THE PROBLEM OF CLOSED ITEMSET MINING IN TRIADIC DATA 48 4.1.3
CONTRIBUTION AND ORGANIZATION OF THIS CHAPTER 50 4.2 BASIC NOTIONS AND
STATE OF THE ART 50
4.2.1 ONTOLOGY LEARNING 50
4.2.2 FORMAL CONCEPT ANALYSIS 51
4.2.3 TRIADIC CONCEPT ANALYSIS 53
4.2.4 CLOSED ITEMSET MINING 54
4.3 MINING FREQUENT TRI-CONCEPTS OF A FOLKSONOMY 56 4.3.1 THE PROBLEM OF
MINING ALL FREQUENT TRI-CONCEPTS . .. 56 4.3.2 THE TRIAS ALGORITHM FOR
MINING ALL FREQUENT TRI-CONCEPTS 58 4.3.3 PERFORMANCE OF THE TRIAS
ALGORITHM 61
4.4 QUALITATIVE EVALUATION 63
4.4.1 CONCEPTUAL CLUSTERING OF THE DELICIOUS FOLKSONOMY . . . 64 4.4.2
IT BASELINE PROTECTION MANUAL 68
4.4.3 CONCEPTUAL ANALYSIS OF THE BIBSONOMY PUBLICATION DATA 70 4.5
NEIGHBORHOODS OF TRIADIC CONCEPTS 75
4.6 CONCLUSION 80
5 TAG RECOMMENDATIONS 83
5.1 INTRODUCTION 83
5.2 PROBLEM DEFINITION AND RELATED WORK 84
5.2.1 PROBLEM DEFINITION 84
5.2.2 RELATED WORK 85
5.3 ALGORITHMS 86
5.3.1 COLLABORATIVE FILTERING 86
5.3.2 A GRAPH-BASED APPROACH 88
5.3.3 MOST POPULAR TAGS 91
5.4 COMPUTATIONAL COSTS 93
5.4.1 COLLABORATIVE FILTERING 93
5.4.2 THE GRAPH-BASED APPROACH 94
5.4.3 MOST POPULAR TAGS 95
IMAGE 3
CONTENTS
5.4.4 COMPARISON 95
5.5 QUANTITATIVE EVALUATION 95
5.5.1 DATASETS 95
5.5.2 CORE COMPUTATION 96
5.5.3 EVALUATION MEASURES 98
5.5.4 SETTINGS OF THE ALGORITHMS 99
5.6 RESULTS 100
5.6.1 DELICIOUS 100
5.6.2 BIBSONOMY 106
5.6.3 LAST.FM 107
5.7 CONCLUSION 108
III APPLICATIONS 111
6 A TAG RECOMMENDATION FRAMEWORK FOR BIBSONOMY 113 6.1 INTRODUCTION 113
6.2 RELATED WORK 115
6.3 THE FRAMEWORK 116
6.3.1 RECOMMENDER INTERFACE 117
6.3.2 META RECOMMENDER 119
6.3.3 REMOTE RECOMMENDER 120
6.3.4 MULTIPLEXING TAG RECOMMENDER 120
6.3.5 EXAMPLE RECOMMENDER IMPLEMENTATIONS 121
6.4 EVALUATION 123
6.4.1 MEASURES 123
6.4.2 DATA CLEANSING 123
6.4.3 LOGGING 124
6.5 RESULTS 124
6.5.1 GENERAL 125
6.5.2 INFLUENCE OF THE RELOAD BUTTON 126
6.5.3 LOGGED CLICK EVENTS 127
6.5.4 AVERAGE FL-MEASURE PER USER 129
6.6 THE ECML PKDD DISCOVERY CHALLENGE 2009 129
6.6.1 SETTING 130
6.6.2 METHODS 131
6.6.3 RESULTS 132
6.7 CONCLUSION 134
IMAGE 4
CONTENTS
7 COMMUNITY SUPPORT FOR THE SOCIAL SEMANTIC DESKTOP 137 7.1 INTRODUCTION
137
7.2 MOTIVATION 138
7.3 RELATED WORK 139
7.4 OVERVIEW OF THE NEPOMUK ARCHITECTURE 140
7.4.1 SEMANTIC DESKTOP SERVICES 141
7.4.2 SERVICE REGISTRY 141
7.4.3 SOCIAL SERVICES 142
7.4.4 EXTENSION SERVICES 142
7.4.5 ENDUSER APPLICATIONS 142
7.5 COMMUNITY SERVICES ARCHITECTURE 143
7.5.1 COMPONENT DESCRIPTIONS 143
7.5.2 GATHERING DATA FOR ANALYSIS 144
7.5.3 RELATION TO OTHER SERVICES 145
7.6 TAG RECOMMENDATIONS 146
7.6.1 REALIZATION 147
7.6.2 INTERACTION 148
7.7 COMMUNITY DETECTION AND LABELING 150
7.7.1 MOTIVATION 150
7.7.2 REALIZATION 151
7.7.3 INTERACTION 152
7.8 CONCLUSION 154
8 LOGSONOMIES 157
8.1 INTRODUCTION 157
8.2 RELATED WORK 159
8.3 SEARCH ENGINE QUERY LOGS AS LOGSONOMIES 160
8.4 DATASETS 162
8.5 STRENGTH IN THE TAG-TAG-CO-OCCURENCE GRAPH 163
8.5.1 CUMULATIVE STRENGTH DISTRIBUTION 164
8.5.2 AVERAGE NEAREST-NEIGHBOR STRENGTH 165
8.6 OUTLOOK 167
9 OUTLOOK 171
9.1 COLLABORATIVE TAGGING SYSTEMS 171
9.1.1 NEW PARADIGMS AND CHALLENGES 171
9.1.2 BIBSONOMY 172
9.2 TAG RECOMMENDATIONS 173
9.2.1 DIFFERENT TYPES OF TAGS 173
IMAGE 5
CONTENTS
9.2.2 PERSONALIZATION 174
9.2.3 TRUST 174
9.2.4 FURTHER ASPECTS 175
9.3 FORMAL CONCEPT ANALYSIS 176
9.3.1 VISUALIZATION 176
9.3.2 LARGE DATASETS 176
9.3.3 TRIADIC ASSOCIATION RULES 177
9.4 CONCLUSION 178
|
| any_adam_object | 1 |
| author | Jäschke, Robert 1980- |
| author_GND | (DE-588)137950063 |
| author_facet | Jäschke, Robert 1980- |
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| bvnumber | BV037238391 |
| classification_rvk | ST 306 |
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| ctrlnum | (OCoLC)707172013 (DE-599)BSZ337671699 |
| discipline | Informatik |
| format | Thesis Book |
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| spelling | Jäschke, Robert 1980- Verfasser (DE-588)137950063 aut Formal concept analysis and tag recommendations in collaborative tagging systems Robert Jäschke Heidelberg Akad. Verl.-Ges. AKA [u.a.] 2011 XXXII, 201 S. graph. Darst. 210 mm x 148 mm txt rdacontent n rdamedia nc rdacarrier Dissertationen zur Künstlichen Intelligenz (DISKI) 332 Zugl.: Kassel, Univ., Diss. 2010 Semantic Web (DE-588)4688372-1 gnd rswk-swf Data Mining (DE-588)4428654-5 gnd rswk-swf Formale Begriffsanalyse (DE-588)4351376-1 gnd rswk-swf Empfehlungssystem (DE-588)7511891-9 gnd rswk-swf Wissensextraktion (DE-588)4546354-2 gnd rswk-swf Benutzerverhalten (DE-588)4122898-4 gnd rswk-swf World Wide Web 2.0 (DE-588)7548364-6 gnd rswk-swf Social Tagging (DE-588)7629989-2 gnd rswk-swf Kollaborative Filterung (DE-588)7512839-1 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Social Tagging (DE-588)7629989-2 s Formale Begriffsanalyse (DE-588)4351376-1 s Wissensextraktion (DE-588)4546354-2 s Data Mining (DE-588)4428654-5 s Kollaborative Filterung (DE-588)7512839-1 s Benutzerverhalten (DE-588)4122898-4 s Empfehlungssystem (DE-588)7511891-9 s World Wide Web 2.0 (DE-588)7548364-6 s Semantic Web (DE-588)4688372-1 s DE-604 Dissertationen zur Künstlichen Intelligenz (DISKI) 332 (DE-604)BV005345280 332 DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=021151929&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
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| title | Formal concept analysis and tag recommendations in collaborative tagging systems |
| title_auth | Formal concept analysis and tag recommendations in collaborative tagging systems |
| title_exact_search | Formal concept analysis and tag recommendations in collaborative tagging systems |
| title_full | Formal concept analysis and tag recommendations in collaborative tagging systems Robert Jäschke |
| title_fullStr | Formal concept analysis and tag recommendations in collaborative tagging systems Robert Jäschke |
| title_full_unstemmed | Formal concept analysis and tag recommendations in collaborative tagging systems Robert Jäschke |
| title_short | Formal concept analysis and tag recommendations in collaborative tagging systems |
| title_sort | formal concept analysis and tag recommendations in collaborative tagging systems |
| topic | Semantic Web (DE-588)4688372-1 gnd Data Mining (DE-588)4428654-5 gnd Formale Begriffsanalyse (DE-588)4351376-1 gnd Empfehlungssystem (DE-588)7511891-9 gnd Wissensextraktion (DE-588)4546354-2 gnd Benutzerverhalten (DE-588)4122898-4 gnd World Wide Web 2.0 (DE-588)7548364-6 gnd Social Tagging (DE-588)7629989-2 gnd Kollaborative Filterung (DE-588)7512839-1 gnd |
| topic_facet | Semantic Web Data Mining Formale Begriffsanalyse Empfehlungssystem Wissensextraktion Benutzerverhalten World Wide Web 2.0 Social Tagging Kollaborative Filterung Hochschulschrift |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=021151929&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV005345280 |
| work_keys_str_mv | AT jaschkerobert formalconceptanalysisandtagrecommendationsincollaborativetaggingsystems |