Title :
Context-centric proactive information delivery
Author :
Fan, Xiaocong ; Yen, John ; Wang, Rui ; Sun, Shuang ; Volz, Richard A.
Author_Institution :
Sch. of Inf. Sci. & Technol., Pennsylvania State Univ., University Park, PA, USA
Abstract :
Delivering only those information relevant to the needs of teammates is critical for avoiding information overload. Need-driven proactive information delivery has thus been widely investigated in diverse areas spanning from psychology, AI, to Web-based services. CAST, a team-oriented agent architecture, realized proactive information delivery as a built-in agent behavior, which is derived by the capability of anticipating others\´ information-needs based on a computational shared mental model. However, the first implementation of CAST is limited in managing the dynamic activation and deactivation of teammates\´ information-needs. This work addresses this issue by proposing a mechanism for organizing and managing the "context" of information-needs, which facilitates information-needs to be activated and deactivated dynamically. We evaluate the proposed approach by comparing its performance with agent teams using only reactive communications (e.g., ask/reply) and with the original CAST agent teams.
Keywords :
information dissemination; information needs; multi-agent systems; software agents; team working; CAST agent teams; built-in agent behavior; computational shared mental model; context-centric proactive information delivery; information needs; information overload; need-driven proactive information delivery; reactive communications; team-oriented agent architecture; Artificial intelligence; Cognitive science; Computer architecture; Computer science; Decision making; Humans; Organizing; Psychology; Sun; Teamwork;
Conference_Titel :
Intelligent Agent Technology, 2004. (IAT 2004). Proceedings. IEEE/WIC/ACM International Conference on
Print_ISBN :
0-7695-2101-0
DOI :
10.1109/IAT.2004.1342920