Decision-theoretic proactive communication in multi-agent teamwork
Conference Paper
Overview
Research
Identity
Additional Document Info
Other
View All
Overview
abstract
Despite the significant progress in multi-agent communication decision, existing research does not address two important issues: 1) how to optimize timing and currency of communication when dealing with dynamically changing information, and 2) what kinds of communication decision interdependency exist in a team and how this interdependency impacts a single agent's communication decision. To provide a more comprehensive solution to the communication problem, we present a new model, DTPC (Decision-Theoretic Proactive Communication), which uses statistical analysis of information production and need of team members and a dynamic decision-theoretic determination of communication policies. We show experimentally how DTPC decreases communication load while improving performance of distributed teamwork. 2005 IEEE.
name of conference
2005 IEEE International Conference on Systems, Man and Cybernetics