A Formal Architecture of Shared Mental Models for Computational Improvisational Agents

This paper proposes a formal approach of constructing shared mental models between computational improvisational agents (improv agents) and human interactors based on our socio-cognitive studies of human improvisers. Creating shared mental models helps improv agents co-create stories with each other and interactors in real-time interactive narrative experiences. The approach described here allows flexible modeling of non-Boolean (i.e. fuzzy) knowledge about scene and background concepts through the use of fuzzy rules and confidence factors in order to allow reasoning under uncertainty. It also allows improv agents to infer new knowledge about a scene from existing knowledge, recognize when new knowledge may be divergent from the other actor's mental model, and attempt to resolve this divergence to reach cognitive consensus despite the absence of explicit goals in the story environment.

[1]  Brian Magerko,et al.  Shared Mental Models in Improvisational Digital Characters , 2011, ICCC.

[2]  Barbara Hayes-Roth,et al.  Story-marking with improvisational puppets , 1997, AGENTS '97.

[3]  Catholijn M. Jonker,et al.  Improving User and Decision Support System Teamwork: An Approach Based on Shared Mental Models , 2011, ExaCt.

[4]  Jichen Zhu,et al.  Back-Leading through Character Status in Interactive Storytelling , 2011, ICIDS.

[5]  Brian Magerko,et al.  An empirical study of cognition and theatrical improvisation , 2009, C&C '09.

[6]  Stacy Marsella,et al.  THESPIAN: An Architecture for Interactive Pedagogical Drama , 2005, AIED.

[7]  E. Salas,et al.  Shared mental models in expert team decision making. , 1993 .

[8]  B. Hayes-Roth,et al.  Story-Making with Improvisational Puppets and Actors , 1996 .

[9]  Ivo Swartjes,et al.  Emergent Story Generation: Lessons from Improvisational Theater , 2007, AAAI Fall Symposium: Intelligent Narrative Technologies.

[10]  Brian Magerko,et al.  Digital Improvisational Theatre: Party Quirks , 2011, IVA.

[11]  Brian O'Neill,et al.  A Knowledge-Based Framework for the Collaborative Improvisation of Scene Introductions , 2011, ICIDS.

[12]  Stacy Marsella,et al.  Thespian: using multi-agent fitting to craft interactive drama , 2005, AAMAS '05.

[13]  Brian Magerko,et al.  Shared mental models in improvisational theatre , 2011, C&C '11.

[14]  Ana Paiva,et al.  A Computational Model for Finding the Tilt in an Improvised Scene , 2011, ICIDS.

[15]  George Lakoff,et al.  Women, Fire, and Dangerous Things , 1987 .