Decision theoretic dialogue planning for initiative problems

  • Authors:
  • Bryan McEleney;Gregory O'Hare

  • Affiliations:
  • Department of Computer Science, University College Dublin, Ireland;Department of Computer Science, University College Dublin, Ireland

  • Venue:
  • UM'05 Proceedings of the 10th international conference on User Modeling
  • Year:
  • 2005

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Abstract

The taking of initiative has significance in spoken language dialogue systems and in human-computer interaction. A system that takes no initiative may fail to seize opportunities that are important, but a system that always takes the initiative may not allow the user to take the actions he favours. We have implemented a mixed-initiative planning system that adapts its strategy to a nested belief model. In simulation, the planner's performance was compared to two fixed strategies of always taking the initiative and always declining it, and it performed significantly better than both.