Master-Seminar IM 820: Semantisches Wissensmanagement

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.