Deliberation and its role in the formation of intentions
Proceedings of the seventh conference (1991) on Uncertainty in artificial intelligence
A survey of algorithmic methods for partially observed Markov decision processes
Annals of Operations Research
Feature-based methods for large scale dynamic programming
Machine Learning - Special issue on reinforcement learning
Multiagent systems
Intention reconsideration in complex environments
AGENTS '00 Proceedings of the fourth international conference on Autonomous agents
Stochastic dynamic programming with factored representations
Artificial Intelligence
Principles of intention reconsideration
Proceedings of the fifth international conference on Autonomous agents
Markov Decision Processes: Discrete Stochastic Dynamic Programming
Markov Decision Processes: Discrete Stochastic Dynamic Programming
Introduction to Reinforcement Learning
Introduction to Reinforcement Learning
On Partially Observable MDPs and BDI Models
Selected papers from the UKMAS Workshop on Foundations and Applications of Multi-Agent Systems
UAI'97 Proceedings of the Thirteenth conference on Uncertainty in artificial intelligence
Policy-contingent abstraction for robust robot control
UAI'03 Proceedings of the Nineteenth conference on Uncertainty in Artificial Intelligence
Towards the Self-regulation of Personality-Based Social Exchange Processes in Multiagent Systems
SBIA '08 Proceedings of the 19th Brazilian Symposium on Artificial Intelligence: Advances in Artificial Intelligence
A hybrid approach to multi-agent decision-making
Proceedings of the 2008 conference on ECAI 2008: 18th European Conference on Artificial Intelligence
TEMMAS: The Electricity Market Multi-Agent Simulator
IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part I: Bio-Inspired Systems: Computational and Ambient Intelligence
Monitoring group behavior in goal-directed agents using co-efficient plan observation
AOSE'06 Proceedings of the 7th international conference on Agent-oriented software engineering VII
Reasoning about risk in agent's deliberation process: a Jadex implementation
AOSE'07 Proceedings of the 8th international conference on Agent-oriented software engineering VIII
Extending BDI plan selection to incorporate learning from experience
Robotics and Autonomous Systems
Hi-index | 0.00 |
In this paper we describe the initial results of an investigation into the relationship between Markov Decision Processes (MDPS) and Belief-Desire-Intention (BDI) architectures. While these approaches look rather different, and have at times been seen as alternatives, we show that they can be related to one another quite easily. In particular, we show how to map intentions in the BDI architecture to policies in an MDP and vice-versa. In both cases, we derive both theoretical and related algorithmic mappings. While the mappings that we obtain are of theoretical rather than practical value, we describe how they can be extended to provide mappings that are useful in practice.