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Coherence across components in cognitive systems - One ontology to rule them all

  • Gregor Behnke
  • , Denis Ponomaryov
  • , Marvin Schiller
  • , Pascal Bercher
  • , Florian Nothdurft
  • , Birte Glimm
  • , Susanne Biundo

    Research output: Chapter in Book/Report/Conference proceedingConference Paperpeer-review

    22 Citations (Scopus)

    Abstract

    The integration of the various specialized components of cognitive systems poses a challenge, in particular for those architectures that combine planning, inference, and human-computer interaction (HCI). An approach is presented that exploits a single source of common knowledge contained in an ontology. Based upon the knowledge contained in it, specialized domain models for the cognitive systems' components can be generated automatically. Our integration targets planning in the form of hierarchical planning, being well-suited for HCI as it mimics planning done by humans. We show how the hierarchical structures of such planning domains can be (partially) inferred from declarative background knowledge. The same ontology furnishes the structure of the interaction between the cognitive system and the user. First, explanations of plans presented to users are enhanced by ontology explanations. Second, a dialog domain is created from the ontology coherent with the planning domain. We demonstrate the application of our technique in a fitness training scenario.

    Original languageEnglish
    Title of host publicationIJCAI 2015 - Proceedings of the 24th International Joint Conference on Artificial Intelligence
    EditorsMichael Wooldridge, Qiang Yang
    PublisherInternational Joint Conferences on Artificial Intelligence
    Pages1442-1449
    Number of pages8
    ISBN (Electronic)9781577357384
    Publication statusPublished - 15 Jul 2015
    Event24th International Joint Conference on Artificial Intelligence, IJCAI 2015 - Buenos Aires, Argentina
    Duration: 25 Jul 201531 Jul 2015

    Publication series

    NameIJCAI International Joint Conference on Artificial Intelligence
    Volume2015-January
    ISSN (Print)1045-0823

    Conference

    Conference24th International Joint Conference on Artificial Intelligence, IJCAI 2015
    Country/TerritoryArgentina
    CityBuenos Aires
    Period25/07/1531/07/15

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