Representing and Analyzing Adaptive Decision-Making Frameworks

作者: K. S. Barber , I. M. Gamba , C. E. Martin

DOI: 10.1007/978-1-4419-9198-0_3

关键词: Adaptive decision makingIndustrial engineeringControl (management)AutonomyComputer scienceEmpirical research

摘要: This chapter presents a view of agent autonomy based on decision-making control. Theoretical and empirical research results are presented supporting the performance improvements that can be leveraged by implementing adaptive through capability Adaptive Decision-Making Frameworks (ADMF). analysis shows, in theory, ADMF should outperform static or random frameworks as agents operate multi-agent system. is also shown, empirically defined measures, to more robust perform better over time than other types framework policies. therefore form with very great potential power.

参考文章(19)
K. Suzanne Barber, David C. Han, Tse-Hsin Liu, Strategy Selection-Based Meta-level Reasoning for Multi-agent Problem-Solving Lecture Notes in Computer Science. pp. 269- 283 ,(2009) , 10.1007/3-540-44564-1_18
Cristiano Castelfranchi, Commitments: From Individual Intentions to Groups and Organizations ICMAS. pp. 41- 48 ,(1995)
Michael N. Huhns, Munindar P. Singh, Readings in agents Morgan Kaufmann Publishers Inc.. ,(1997)
Cristiano Castelfranchi, Guarantees for autonomy in cognitive agent architecture intelligent agents. pp. 56- 70 ,(1995) , 10.1007/3-540-58855-8_3
K.S. Barber, D.C. Han, Multi-Agent Planning under Dynamic Adaptive Autonomy systems man and cybernetics. ,vol. 1, pp. 399- 404 ,(1998) , 10.1109/ICSMC.1998.725444
M. Tambe, Towards flexible teamwork Journal of Artificial Intelligence Research. ,vol. 7, pp. 83- 124 ,(1997) , 10.1613/JAIR.433
D. Kortenkamp, D. Keirn-Schreckenghost, R.P. Bonasso, Adjustable control autonomy for manned space flight ieee aerospace conference. ,vol. 7, pp. 629- 640 ,(2000) , 10.1109/AERO.2000.879330
K. Suzanne Barber, Cheryl E. Martin, Autonomy as Decision-Making Control intelligent agents. pp. 343- 345 ,(2000) , 10.1007/3-540-44631-1_25
Scott M. Brown, Eugene Santos, Sheila B. Banks, Mark E. Oxley, Using explicit requirements and metrics for interface agent user model correction adaptive agents and multi-agents systems. pp. 1- 7 ,(1998) , 10.1145/280765.280767