Master-Seminar IM 820: Semantisches Wissensmanagement
Koordinaten:
- Mi 8:45-12:00 an geraden KW
- Raum G0.18
- Beginn: Themenverteilung in KW 40, also erste Semesterwoche: Mi 2.10.2019 um 10:30 Uhr
- zu besprechen: nach Vereinbarung ggf auch ein WE Fr 16-21 + Sa 9-16 Uhr statt 3*Mi?
Themen
Unter dem Titel ""semantisches Wissensmanagement" wollen wir Knowledge Graphs in den Blick nehmen, in denen wir in Form von Terminologien und Ontologien Weltwissen modellieren.
Grundlagen:
- Bonatti, P.A., Cochez, M., Decker, S., Polleres, A., and Presutti, V. (eds.): Knowledge Graphs: New Directions for Knowledge Representation on the Semantic Web
- Ehrlinger, L., & Wöß, W.: Towards a Definition of Knowledge Graphs
- Suchanek, F., & Weikum, G.: Knowledge harvesting from text and web sources
- Färber, M., Bartscherer, F., Menne, C., & Rettinger, A.: Linked data quality of dbpedia, freebase, opencyc, wikidata, and yago
- Paulheim, H.: Knowledge graph refinement: A survey of approaches and evaluation methods
- Ringler, D., & Paulheim, H. One knowledge graph to rule them all? Analyzing the differences between DBpedia, YAGO, Wikidata & co
Einzelne Vorträge:
| DBpedia | Lehmann, Jens, et al. DBpedia–A Large-scale, Multilingual Knowledge Base Extracted from Wikipedia. |
| YAGO | Mahdisoltani, Farzaneh, Joanna Biega, and Fabian M. Suchanek. Yago3: A knowledge base from multilingual wikipedias. |
| Wikidata | Vrandečić, Denny, and Markus Krötzsch. Wikidata: a free collaborative knowledgebase |
| Probase | Wu, Wentao, et al. Probase: A probabilistic taxonomy for text understanding |
| WebIsA | Seitner, Julian, et al. A Large DataBase of Hypernymy Relations Extracted from the Web |
| NELL | Carlson, Andrew, et al. Coupled semi-supervised learning for information extraction |
| Knowledge Vault | Dong, Xin, et al. Knowledge vault: A web-scale approach to probabilistic knowledge fusion |
| DeepDive | Shin, Jaeho, et al. Incremental knowledge base construction using deepdive |
| DIADEM | Furche, Tim, et al. DIADEM: thousands of websites to a single database |
| ConceptNet | Speer, Robert, and Catherine Havasi. Representing General Relational Knowledge in ConceptNet 5 |
| BabelNet | Navigli, Roberto, and Simone Paolo Ponzetto. BabelNet: Building a very large multilingual semantic network |
| Cyc | Lenat, Douglas B. CYC: A large-scale investment in knowledge infrastructure |
| KnowItAll/ReVerb | Etzioni, Oren, et al. Open information extraction: The second generation |
| GermaNet | Verena Henrich and Erhard Hinrichs: Consistency of Manual Sense Annotation and Integration into the TüBa-D/Z Treebank. |