Communications for Agent-Based Human Team Support

AbstrAct This chapter discusses the problem of agent aiding of ad-hoc, decentralized human teams so as to improve team performance on time-stressed group tasks. To see how human teams rise to the challenge, we analyze the communication patterns of teams performing a collaborative search task that recreates some of the cognitive difficulties faced by teams during search and rescue operations. Our experiments show that the communication patterns of successful decentralized ad-hoc teams performing a version of the task that requires tight coordination differ both from the teams that are less successful at task completion and from teams performing a loosely coupled version of the same task. We conclude by discussing: (1) what lessons can be derived, from observing humans, to facilitate the development of agents to support ad-hoc, decentralized teams, and (2) where can intelligent agents be inserted into human teams to improve the humans' performance.

[1]  Terry R. Payne,et al.  Task Characteristics and Intelligent Aiding , 2000 .

[2]  John Yen,et al.  RPD-enabled agents teaming with humans for multi-context decision making , 2006, AAMAS '06.

[3]  Eduardo Salas,et al.  Improving Teamwork in Organizations : Applications of Resource Management Training , 2001 .

[4]  Mark H. Burstein,et al.  A Framework for Dynamic Information Flow in Mixed-Initiative Human/Agent Organizations , 2004, Applied Intelligence.

[5]  Randy Hirokawa GROUP COMMUNICATION AND PROBLEM-SOLVING EFFECTIVENESS: AN INVESTIGATION OF GROUP PHASES , 1983 .

[6]  Katia P. Sycara,et al.  WebMate: a personal agent for browsing and searching , 1998, AGENTS '98.

[7]  John Yen,et al.  Agents with shared mental models for enhancing team decision makings , 2006, Decis. Support Syst..

[8]  Katia P. Sycara,et al.  Conversational Case-Based Planning for Agent Team Coordination , 2001, ICCBR.

[9]  Terry R. Payne,et al.  Agent-Based Aiding for Individual and Team Planning Tasks , 2000 .

[10]  Katia Sycara Integrating Agents into Human Teams , 2002 .

[11]  Tim Setnicka Wilderness Search and Rescue , 1980 .

[12]  Ute Fischer,et al.  Linguistic correlates of team performance: toward a tool for monitoring team functioning during space missions. , 2007, Aviation, space, and environmental medicine.

[13]  John Yen,et al.  Realistic cognitive load modeling for enhancing shared mental models in human-agent collaboration , 2007, AAMAS '07.

[14]  Stephen M. Fiore,et al.  Process mapping and shared cognition: Teamwork and the development of shared problem models. , 2004 .

[15]  Eduardo Salas,et al.  Making decisions under stress: Implications for individual and team training. , 1998 .

[16]  Terri L. Lenox,et al.  Support of teamwork in human-agent teams , 1998, SMC'98 Conference Proceedings. 1998 IEEE International Conference on Systems, Man, and Cybernetics (Cat. No.98CH36218).

[17]  Albert J. Marcella,et al.  Recommended Reading List , 2002 .

[18]  Nancy J. Cooke,et al.  Distributed Mission Environments: Effects of Geographic Distribution on Team Cognition, Process, and Performance , 2007 .

[19]  David R. Traum,et al.  Negotiation over tasks in hybrid human-agent teams for simulation-based training , 2003, AAMAS '03.

[20]  Jeffrey M. Bradshaw,et al.  Human-Agent Teamwork and Adjustable Autonomy in Practice , 2003 .

[21]  Milton Harris,et al.  Organization Design , 2000, Manag. Sci..

[22]  Noah E. Friedkin,et al.  A Structural Theory of Social Influence: List of Tables and Figures , 1998 .

[23]  Susan R. Fussell,et al.  Coordination in Teams: Evidence from a Simulated Management Game , 2005 .

[24]  John Yen,et al.  Extending the recognition-primed decision model to support human-agent collaboration , 2005, AAMAS '05.

[25]  Michael Lewis,et al.  Designing for Human-Agent Interaction , 1998, AI Mag..

[26]  Eric Horvitz,et al.  Principles of mixed-initiative user interfaces , 1999, CHI '99.

[27]  Terri L. Lenox,et al.  Supporting teamwork using software agents in human-agent teams , 2000 .

[28]  E. Salas,et al.  Group dynamics and shared mental model development. , 2001 .

[29]  E. Salas,et al.  Team cognition : understanding the factors that drive process and performance , 2004 .

[30]  Joseph A. Giampapa,et al.  Evaluation criteria for the MORSE simulation environment , 2003 .

[31]  John Yen,et al.  A theoretical framework on proactive information exchange in agent teamwork , 2005, Artif. Intell..

[32]  Terri L. Lenox,et al.  Human-agent interaction in a target identification task , 1997, 1997 IEEE International Conference on Systems, Man, and Cybernetics. Computational Cybernetics and Simulation.

[33]  E. Salas,et al.  Team decision making in complex environments. , 1993 .

[34]  Sang Joon Kim,et al.  A Mathematical Theory of Communication , 2006 .

[35]  Jamie C. Gorman,et al.  Assessment of Team Cognition , 2022 .

[36]  Milind Tambe,et al.  Towards Flexible Teamwork , 1997, J. Artif. Intell. Res..

[37]  Jean Oh,et al.  Electric Elves: Applying Agent Technology to Support Human Organizations , 2001, IAAI.

[38]  Milind Tambe,et al.  A prototype infrastructure for distributed robot-agent-person teams , 2003, AAMAS '03.

[39]  Sarit Kraus,et al.  Collaborative Plans for Complex Group Action , 1996, Artif. Intell..

[40]  Elliot E. Entin,et al.  Adaptive Team Coordination , 1999, Hum. Factors.

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

[42]  Hector J. Levesque,et al.  On Acting Together , 1990, AAAI.

[43]  Norman W. Warner,et al.  The Cognitive Processes Used in Team Collaboration During Asynchronous, Distributed Decision Making , 2004 .

[44]  R. G. Pascual,et al.  Supporting distributed and ad-hoc team interaction , 1999 .

[45]  Michael Cowen,et al.  Cognitive Model of Team Collaboration: Macro-Cognitive Focus , 2005 .

[46]  M. London How people evaluate others in organizations , 2001 .