Agents with shared mental models for enhancing team decision makings

John Yen, Xiaocong Fan, Shuang Sun, Timothy Hanratty, John Dumer

Research output: Contribution to journalArticle

66 Citations (Scopus)

Abstract

Proactive information sharing is a challenging issue faced by intelligence agencies in effectively making critical decisions under time pressure in areas related to homeland security. Motivated by psychological studies on human teams, a team-oriented agent architecture, Collaborative Agents for Simulating Teamwork (CAST), was implemented to allow agents in a team to anticipate the information needs of teammates and help them with their information needs proactively and effectively. In this paper, we extend CAST with a decision-making module. Through two sets of experiments in a simulated battlefield, we evaluate the effectiveness of the decision-theoretic proactive communication strategy in improving team performance, and the effectiveness of information fusion as an approach to alleviating the information overload problem faced by distributed decision makers.

Original languageEnglish (US)
Pages (from-to)634-653
Number of pages20
JournalDecision Support Systems
Volume41
Issue number3
DOIs
StatePublished - Mar 1 2006

Fingerprint

Decision Making
Decision making
Information Dissemination
Intelligence
Information fusion
National security
Communication
Psychology
Team decision making
Shared mental model
Mental Models
Experiments
Team work
Information needs
Information Needs
Team Work

All Science Journal Classification (ASJC) codes

  • Management Information Systems
  • Information Systems
  • Developmental and Educational Psychology
  • Arts and Humanities (miscellaneous)
  • Information Systems and Management

Cite this

Yen, John ; Fan, Xiaocong ; Sun, Shuang ; Hanratty, Timothy ; Dumer, John. / Agents with shared mental models for enhancing team decision makings. In: Decision Support Systems. 2006 ; Vol. 41, No. 3. pp. 634-653.
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Agents with shared mental models for enhancing team decision makings. / Yen, John; Fan, Xiaocong; Sun, Shuang; Hanratty, Timothy; Dumer, John.

In: Decision Support Systems, Vol. 41, No. 3, 01.03.2006, p. 634-653.

Research output: Contribution to journalArticle

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