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

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.