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CORR
2010
Springer
185views Education» more  CORR 2010»
13 years 6 months ago
Analysing the behaviour of robot teams through relational sequential pattern mining
This report outlines the use of a relational representation in a Multi-Agent domain to model the behaviour of the whole system. A desired property in this systems is the ability of...
Grazia Bombini, Raquel Ros, Stefano Ferilli, Ramon...
ATAL
2008
Springer
13 years 12 months ago
Efficient multi-agent reinforcement learning through automated supervision
Multi-Agent Reinforcement Learning (MARL) algorithms suffer from slow convergence and even divergence, especially in large-scale systems. In this work, we develop a supervision fr...
Chongjie Zhang, Sherief Abdallah, Victor R. Lesser
OTM
2005
Springer
14 years 3 months ago
An Hybrid Intermediation Architectural Approach for Integrating Cross-Organizational Services
Nowadays, workflow research has shifted from fundamentals of workflow modelling and enactment towards improvement of the workflow modelling lifecycle and integration of workflow en...
Giannis Verginadis, Panagiotis Gouvas, Gregoris Me...
ECML
2004
Springer
14 years 3 months ago
Analyzing Multi-agent Reinforcement Learning Using Evolutionary Dynamics
In this paper, we show how the dynamics of Q-learning can be visualized and analyzed from a perspective of Evolutionary Dynamics (ED). More specifically, we show how ED can be use...
Pieter Jan't Hoen, Karl Tuyls
ESAW
2005
Springer
14 years 3 months ago
Collaborative Agent Tuning: Performance Enhancement on Mobile Devices
Ambient intelligence envisages a world saturated with sensors and other embedded computing technologies, operating transparently, and accessible to all in a seamless and intuitive ...
Conor Muldoon, Gregory M. P. O'Hare, Michael J. O'...