Coherence Across Components in Cognitive Systems - One Ontology to Rule Them All

Behnke, Gregor; Ponomaryov, Denis K.; Schiller, Marvin R. G.; Bercher, Pascal; Nothdurft, Florian; Glimm, Birte; Biundo, Susanne

Coherence Across Components in Cognitive Systems - One Ontology to Rule Them All

Gregor Behnke, Denis K. Ponomaryov, Marvin R. G. Schiller, Pascal Bercher, Florian Nothdurft, Birte Glimm, Susanne Biundo

Download BibTeX Cite

Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence. Main Track. Pages 1442-1448.

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.

Gregor Behnke, Denis K. Ponomaryov, Marvin R. G. Schiller, Pascal Bercher, Florian Nothdurft, Birte Glimm, and Susanne Biundo. 2015. Coherence Across Components in Cognitive Systems - One Ontology to Rule Them All. In Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence, IJCAI-15. IJCAI, 1442–1448. https://ijcai.org/proceedings/2015/207

@inproceedings{ijcai2015p207,
  title     = {Coherence Across Components in Cognitive Systems - One Ontology to Rule Them All},
  author    = {Behnke, Gregor and Ponomaryov, Denis K. and Schiller, Marvin R. G. and Bercher, Pascal and Nothdurft, Florian and Glimm, Birte and Biundo, Susanne},
  booktitle = {Proceedings of the Twenty-Fourth International Joint Conference on
               Artificial Intelligence, {IJCAI-15}},
  publisher = {International Joint Conferences on Artificial Intelligence},
  editor    = {Qiang Yang and Michael Wooldridge},
  pages     = {1442--1448},
  year      = {2015},
  month     = {7},
  note      = {Main Track},
  url       = {https://ijcai.org/proceedings/2015/207},
}

TY  - CPAPER
TI  - Coherence Across Components in Cognitive Systems - One Ontology to Rule Them All
AU  - Behnke, Gregor
AU  - Ponomaryov, Denis K.
AU  - Schiller, Marvin R. G.
AU  - Bercher, Pascal
AU  - Nothdurft, Florian
AU  - Glimm, Birte
AU  - Biundo, Susanne
T2  - Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence, IJCAI-15
PB  - International Joint Conferences on Artificial Intelligence
PY  - 2015
SP  - 1442
EP  - 1448
UR  - https://ijcai.org/proceedings/2015/207
ER  -