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» Using the Electric Field Approach in the RoboCup Domain
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ILP
2007
Springer
15 years 3 months ago
Relational Macros for Transfer in Reinforcement Learning
We describe an application of inductive logic programming to transfer learning. Transfer learning is the use of knowledge learned in a source task to improve learning in a related ...
Lisa Torrey, Jude W. Shavlik, Trevor Walker, Richa...
72
Voted
ECAIW
2000
Springer
15 years 1 months ago
Situation Based Strategic Positioning for Coordinating a Team of Homogeneous Agents
In this paper we are proposing an approach for coordinating a team of homogeneous agents based on a flexible common Team Strategy as well as on the concepts of Situation Based Stra...
Luís Paulo Reis, Nuno Lau, Eugenio Oliveira
AGENTS
2001
Springer
15 years 2 months ago
CMPack: a complete software system for autonomous legged soccer robots
This paper describes a completely implemented, fully autonomous software system for soccer playing quadruped robots. The system includes real-time color vision, probabilistic loca...
Scott Lenser, James Bruce, Manuela M. Veloso
89
Voted
ATAL
2008
Springer
14 years 11 months ago
Analysis of an evolutionary reinforcement learning method in a multiagent domain
Many multiagent problems comprise subtasks which can be considered as reinforcement learning (RL) problems. In addition to classical temporal difference methods, evolutionary algo...
Jan Hendrik Metzen, Mark Edgington, Yohannes Kassa...
ATAL
2009
Springer
15 years 4 months ago
Reward shaping for valuing communications during multi-agent coordination
Decentralised coordination in multi-agent systems is typically achieved using communication. However, in many cases, communication is expensive to utilise because there is limited...
Simon A. Williamson, Enrico H. Gerding, Nicholas R...