Semantic search for novel information:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Abschlussarbeit Buch |
| Sprache: | English |
| Veröffentlicht: |
Berlin
AKA
[2017]
Amsterdam IOS Press |
| Schriftenreihe: | Studies on the semantic web
Vol. 031 |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis Inhaltsverzeichnis |
| Beschreibung: | xviii, 193 Seiten Diagramme 24 cm |
| ISBN: | 9783898387279 9781614997740 |
Internformat
MARC
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Datensatz im Suchindex
| _version_ | 1804178437359796224 |
|---|---|
| adam_text | CONTENTS
ABSTRACT V
ACKNOWLEDGEMENTS VII
LIST OF FIGURES XIII
LIST OF TABLES XVII
LIST OF LISTINGS XIX
1 INTRODUCTION 1
1.1 MOTIVATION 1
1.2 PROBLEM STATEMENT 5
1.3 RESEARCH QUESTIONS 7
1.4 CONTRIBUTION OF THE THESIS 9
1.5 PUBLISHED RESULTS 12
1.6 READERS* GUIDE 13
2 FOUNDATIONS 15
2.1 SEMANTIC WEB TECHNOLOGIES 15
2.1.1 THE VISION OF THE SEMANTIC WEB 15
2.1.2 RDF AND SPARQL 17
2.1.3 KNOWLEDGE GRAPH 21
2.2 INFORMATION EXTRACTION, MACHINE LEARNING, INFORMATION RETRIEVAL,
AND DATA QUALITY 27
2.2.1 INFORMATION EXTRACTION 27
2.2.2 MACHINE LEARNING 28
2.2.3 INFORMATION RETRIEVAL 29
2.2.4 DATA QUALITY 30
3 STATE-OF-THE-ART 35
3.1 STATISTICAL SEARCH FOR RELEVANT INFORMATION 37
3.1.1 TEMPORAL INFORMATION RETRIEVAL 37
3.1.2 TREND DETECTION 41
3.2 SEMANTIC SEARCH FOR RELEVANT INFORMATION 42
3.2.1 SEMANTIC SEARCH FOR RELEVANT ENTITIES 43
3.2.2 SEMANTIC SEARCH FOR RELEVANT STATEMENTS 44
3.2.3 SEMANTIC SEARCH FOR RELEVANT EVENTS 44
3.3 STATISTICAL SEARCH FOR RELEVANT, NOVEL INFORMATION 47
3.3.1 CHARACTERISTICS OF STATISTICAL SEARCH FOR RELEVANT, NOVEL IN
FORMATION 47
3.3.2 EVALUATIONS AND DATA SETS 47
3.3.3 APPROACHES TO THE STATISTICAL SEARCH FOR RELEVANT, NOVEL
INFORMATION 50
3.4 SEMANTIC SEARCH FOR RELEVANT, NOVEL INFORMATION 55
3.4.1 SEMANTIC SEARCH FOR NOVEL ENTITIES 55
3.4.2 SEMANTIC SEARCH FOR NOVEL STATEMENTS 56
3.4.3 SEMANTIC SEARCH FOR NOVEL EVENTS 58
4 THE SUITABILITY OF KNOWLEDGE GRAPHS FOR SEMANTIC NOVELTY DE
TECTION 59
4.1 SELECTION OF KNOWLEDGE GRAPHS 59
4.2 KEY STATISTICS OF SELECTED KNOWLEDGE GRAPHS 62
4.2.1 RELATED WORK 62
4.2.2 NUMBER OF TRIPLES AND STATEMENTS 63
4.2.3 CLASSES AND DOMAINS 65
4.2.4 RELATIONS AND PREDICATES 69
4.2.5 INSTANCES AND ENTITIES 74
4.2.6 SUBJECTS AND OBJECTS 77
4.2.7 SUMMARY OF KEY STATISTICS 78
4.3 COMPLETENESS AND TIMELINESS OF SELECTED KNOWLEDGE GRAPHS 81
4.3.1 GOLDSTANDARD 81
4.3.2 COMPLETENESS 86
4.3.3 TIMELINESS 93
4.4 DISCUSSION 96
4.5 CONCLUSIONS 100
5 EMERGING ENTITY DETECTION 101
5.1 MOTIVATION 101
5.2 ENTITY LINKING CHALLENGES ARISING FROM MISSING ENTITIES AND MISS
ING SURFACE FORMS 104
5.2.1 OVERVIEW OF ENTITY LINKING CHALLENGES 104
5.2.2 CHALLENGES IN THE WILD 107
5.2.3 SUMMARY OF FINDINGS 110
5.3 APPROACH: EMERGING ENTITY DETECTION 111
5.3.1 THE APPROACH 113
5.3.2 EVALUATION RESULTS 116
5.4 RELATED WORK 117
5.4.1 CHALLENGE 1: LINKING TO IN-KG ENTITIES VIA KNOWN SURFACE
FORMS 117
5.4.2 CHALLENGE 2: LINKING TO IN-KG ENTITIES VIA UNKNOWN SURFACE
FORMS 118
5.4.3 CHALLENGE 3: LINKING TO OUT-OF-KG ENTITIES VIA KNOWN SUR
FACE FORMS 118
5.4.4 CHALLENGE 4: LINKING TO OUT-OF-KG ENTITIES VIA UNKOWN
SURFACE FORMS 119
5.5 CONCLUSIONS 120
6 NOVEL STATEMENT EXTRACTION 123
6.1 MOTIVATION 123
6.2 MEASURING SEMANTIC NOVELTY OF STATEMENTS 124
6.3 THE NOVEL STATEMENT EXTRACTION SYSTEM 126
6.3.1 TEXTUAL TRIPLE EXTRACTION 128
6.3.2 KG LINKING 130
6.3.3 NOVELTY DETECTION 132
6.4 EVALUATION 1: CRUNCHBASE 132
6.4.1 DATA USED 133
6.4.2 EVALUATION SETTING 134
6.4.3 EVALUATION RESULTS 135
6.5 EVALUATION 2: DBPEDIA 138
6.5.1 DATA USED 138
6.5.2 THE BASELINE APPROACH AND ITS EVALUATION RESULTS 140
6.5.3 EVALUATION RESULTS OF OUR APPROACH 141
6.6 DISCUSSION 144
6.7 RELATED WORK 147
6.8 CONCLUSIONS 151
7 CONCLUSIONS 153
7.1 SUMMARY 153
7.2 LIMITATIONS 157
7.3 OUTLOOK 158
APPENDIX
A SUPPLEMENTARY MATERIAL
A. 1 EMERGING ENTITY DETECTION
BIBLIOGRAPHY
|
| any_adam_object | 1 |
| author | Färber, Michael |
| author_GND | (DE-588)1137017686 |
| author_facet | Färber, Michael |
| author_role | aut |
| author_sort | Färber, Michael |
| author_variant | m f mf |
| building | Verbundindex |
| bvnumber | BV044890579 |
| ctrlnum | (OCoLC)1001519626 (DE-599)DNB1137230576 |
| dewey-full | 006.332 025.0427 |
| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 006 - Special computer methods 025 - Operations of libraries and archives |
| dewey-raw | 006.332 025.0427 |
| dewey-search | 006.332 025.0427 |
| dewey-sort | 16.332 |
| dewey-tens | 000 - Computer science, information, general works 020 - Library and information sciences |
| discipline | Allgemeines Informatik |
| format | Thesis Book |
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| id | DE-604.BV044890579 |
| illustrated | Not Illustrated |
| indexdate | 2024-07-10T08:03:57Z |
| institution | BVB |
| isbn | 9783898387279 9781614997740 |
| language | English |
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| physical | xviii, 193 Seiten Diagramme 24 cm |
| publishDate | 2017 |
| publishDateSearch | 2017 |
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| publisher | AKA IOS Press |
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| series | Studies on the semantic web |
| series2 | Studies on the semantic web |
| spelling | Färber, Michael Verfasser (DE-588)1137017686 aut Semantic search for novel information Michael Färber, Institut AIFB, Karlsruhe Institute of Technology (KIT), Germany Berlin AKA [2017] Amsterdam IOS Press xviii, 193 Seiten Diagramme 24 cm txt rdacontent n rdamedia nc rdacarrier Studies on the semantic web Vol. 031 Dissertation Karlsruher Institut für Technologie (KIT) 2017 Semantic Web (DE-588)4688372-1 gnd rswk-swf Semantisches Netz (DE-588)4242662-5 gnd rswk-swf Text Mining (DE-588)4728093-1 gnd rswk-swf Ontologie Wissensverarbeitung (DE-588)4827894-4 gnd rswk-swf Suche (DE-588)4221436-1 gnd rswk-swf Wissensbasis (DE-588)4289274-0 gnd rswk-swf Semantisches Datenmodell (DE-588)4314515-2 gnd rswk-swf Entity-Relationship-Datenmodell (DE-588)4230505-6 gnd rswk-swf Information Retrieval (DE-588)4072803-1 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Semantic Web (DE-588)4688372-1 s Ontologie Wissensverarbeitung (DE-588)4827894-4 s Wissensbasis (DE-588)4289274-0 s Semantisches Datenmodell (DE-588)4314515-2 s Entity-Relationship-Datenmodell (DE-588)4230505-6 s Information Retrieval (DE-588)4072803-1 s Text Mining (DE-588)4728093-1 s Semantisches Netz (DE-588)4242662-5 s Suche (DE-588)4221436-1 s DE-604 Erscheint auch als Online-Ausgabe 978-1-61499-775-7 Studies on the semantic web Vol. 031 (DE-604)BV035815780 31 B:DE-101 application/pdf http://d-nb.info/1137230576/04 Inhaltsverzeichnis DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=030284597&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
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| subject_GND | (DE-588)4688372-1 (DE-588)4242662-5 (DE-588)4728093-1 (DE-588)4827894-4 (DE-588)4221436-1 (DE-588)4289274-0 (DE-588)4314515-2 (DE-588)4230505-6 (DE-588)4072803-1 (DE-588)4113937-9 |
| title | Semantic search for novel information |
| title_auth | Semantic search for novel information |
| title_exact_search | Semantic search for novel information |
| title_full | Semantic search for novel information Michael Färber, Institut AIFB, Karlsruhe Institute of Technology (KIT), Germany |
| title_fullStr | Semantic search for novel information Michael Färber, Institut AIFB, Karlsruhe Institute of Technology (KIT), Germany |
| title_full_unstemmed | Semantic search for novel information Michael Färber, Institut AIFB, Karlsruhe Institute of Technology (KIT), Germany |
| title_short | Semantic search for novel information |
| title_sort | semantic search for novel information |
| topic | Semantic Web (DE-588)4688372-1 gnd Semantisches Netz (DE-588)4242662-5 gnd Text Mining (DE-588)4728093-1 gnd Ontologie Wissensverarbeitung (DE-588)4827894-4 gnd Suche (DE-588)4221436-1 gnd Wissensbasis (DE-588)4289274-0 gnd Semantisches Datenmodell (DE-588)4314515-2 gnd Entity-Relationship-Datenmodell (DE-588)4230505-6 gnd Information Retrieval (DE-588)4072803-1 gnd |
| topic_facet | Semantic Web Semantisches Netz Text Mining Ontologie Wissensverarbeitung Suche Wissensbasis Semantisches Datenmodell Entity-Relationship-Datenmodell Information Retrieval Hochschulschrift |
| url | http://d-nb.info/1137230576/04 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=030284597&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV035815780 |
| work_keys_str_mv | AT farbermichael semanticsearchfornovelinformation |
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