Enhancing multi-agent based simulation with human-like decision making strategies
MABS 2000 Proceedings of the second international workshop on Multi-agent based simulation
Folk Psychology for Human Modelling: Extending the BDI Paradigm
AAMAS '04 Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems - Volume 1
Extending the recognition-primed decision model to support human-agent collaboration
Proceedings of the fourth international joint conference on Autonomous agents and multiagent systems
A theoretical framework on proactive information exchange in agent teamwork
Artificial Intelligence
Boosting-Based Learning Agents for Experience Classification
IAT '06 Proceedings of the IEEE/WIC/ACM international conference on Intelligent Agent Technology
Collaborative RPD Agents Assisting Decision Making in Active Decision Spaces
IAT '06 Proceedings of the IEEE/WIC/ACM international conference on Intelligent Agent Technology
Realistic cognitive load modeling for enhancing shared mental models in human-agent collaboration
Proceedings of the 6th international joint conference on Autonomous agents and multiagent systems
A multiscale progressive model on virtual navigation
International Journal of Human-Computer Studies
The influence of agent reliability on trust in human-agent collaboration
ECCE '08 Proceedings of the 15th European conference on Cognitive ergonomics: the ergonomics of cool interaction
Coordination in Adaptive Organisations: Extending Shared Plans with Knowledge Cultivation
Organized Adaption in Multi-Agent Systems
R-CAST: integrating team intelligence for human-centered teamwork
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 2
MILCOM'09 Proceedings of the 28th IEEE conference on Military communications
Combining rational and biological factors in virtual agent decision making
Applied Intelligence
Recognizing team context during simulated missions
Proceedings of the ACM 2012 conference on Computer Supported Cooperative Work
NDM'09 Proceedings of the 9th Bi-annual international conference on Naturalistic Decision Making
Learning HMM-based cognitive load models for supporting human-agent teamwork
Cognitive Systems Research
Decision as choice of potential intentions
Web Intelligence and Agent Systems
Hi-index | 0.00 |
Team decision making under stress involving multiple contexts is an extremely challenging issue faced by various real world application domains. This research is targeted at coupling cognitive agent technology and human-centered teamwork to address the informational challenges associated with Command and Control (C2) teams in contemporary military operations. Two sets of experiments, each with various settings of context switching frequencies and tasking complexities, were conducted. To ensure that the human subjects were familiar with the C2 context, they were selected from US Army ROTC (Reserve Officer Training Corps) students. Experiments on C2 teams that involve human subjects only were conducted first. We observed the decision making behavior of human subjects and incorporated expert behaviors into R-CAST---an agent architecture built upon a naturalistic decision making model that captures how domain experts make decisions based on experiences and situational similarity recognition. We then conducted another set of experiments with R-CAST agents as teammates and decision aids for human subjects. The results show that RPD-enabled agents can significantly improve the tasking capacity of C2 teams in multi-context decision making under stress. It also suggests that higher demand situations require more competent teammates.