Technical Note: \cal Q-Learning
Machine Learning
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
Competitive proportional resource allocation policy for computational grid
Future Generation Computer Systems - Special issue: Computational science of lattice Boltzmann modelling
CCGRID '05 Proceedings of the Fifth IEEE International Symposium on Cluster Computing and the Grid - Volume 01
Grid capacity planning with negotiation-based advance reservation for optimized QoS
Proceedings of the 2006 ACM/IEEE conference on Supercomputing
Autonomous service level agreement negotiation for service composition provision
Future Generation Computer Systems
An agent architecture for multi-attribute negotiation using incomplete preference information
Autonomous Agents and Multi-Agent Systems
Towards a Fuzzy-Based Model for Human-like Multi-Agent Negotiation
IAT '07 Proceedings of the 2007 IEEE/WIC/ACM International Conference on Intelligent Agent Technology
Opponent modelling in automated multi-issue negotiation using Bayesian learning
Proceedings of the 7th international joint conference on Autonomous agents and multiagent systems - Volume 1
ISECS '08 Proceedings of the 2008 International Symposium on Electronic Commerce and Security
A P2P strategy for QoS discovery and SLA negotiation in Grid environment
Future Generation Computer Systems
Genius: negotiation environment for heterogeneous agents
Proceedings of The 8th International Conference on Autonomous Agents and Multiagent Systems - Volume 2
A Policy-Based Middleware for Web Services SLA Negotiation
ICWS '09 Proceedings of the 2009 IEEE International Conference on Web Services
A heuristic model for concurrent bi-lateral negotiations in incomplete information settings
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
An agent architecture for multi-attribute negotiation
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
Dynamic SLA Negotiation in Autonomic Federated Environments
OTM '09 Proceedings of the Confederated International Workshops and Posters on On the Move to Meaningful Internet Systems: ADI, CAMS, EI2N, ISDE, IWSSA, MONET, OnToContent, ODIS, ORM, OTM Academy, SWWS, SEMELS, Beyond SAWSDL, and COMBEK 2009
Grid resource negotiation: survey and new directions
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Resource federation in grid using automated intelligent agent negotiation
Future Generation Computer Systems
A survey of economic models in grid computing
Future Generation Computer Systems
New Trends in Agent-Based Complex Automated Negotiations
New Trends in Agent-Based Complex Automated Negotiations
Negotiation strategies considering opportunity functions for grid scheduling
Euro-Par'07 Proceedings of the 13th international Euro-Par conference on Parallel Processing
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Automated and intelligent negotiation solutions for reaching service level agreements (SLA) represent a hot research topic in computational grids. Previous work regarding SLA negotiation in grids focuses on devising bargaining models where service providers and consumers can meet and exchange SLA offers and counteroffers. Recent developments in agent research introduce strategies based on opponent learning for contract negotiation. In this paper we design a generic framework for strategical negotiation of service level values under time constraints and exemplify the usage of our framework by extending the Bayesian learning agent to cope with the limited duration of a negotiation session. We prove that opponent learning strategies are worth for consideration in open competitive computational grids, leading towards an optimal allocation of resources and fair satisfaction of participants.