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Cooperative multi-agent learning: The state of the art
Cooperative multi-agent systems (MAS) are ones in which several agents attempt, through
their interaction, to jointly solve tasks or to maximize utility. Due to the interactions among the …
their interaction, to jointly solve tasks or to maximize utility. Due to the interactions among the …
Dynamic pricing by software agents
We envision a future in which the global economy and the Internet will merge, evolving into
an information economy bustling with billions of economically motivated software agents that …
an information economy bustling with billions of economically motivated software agents that …
[KNJIGA][B] An analysis of stochastic game theory for multiagent reinforcement learning
Learning behaviors in a multiagent environment is crucial for develo** and adapting
multiagent systems. Reinforcement learning techniques have addressed this problem for a …
multiagent systems. Reinforcement learning techniques have addressed this problem for a …
A mathematical model for the two-learners problem
Objective. We present the first generic theoretical formulation of the co-adaptive learning
problem and give a simple example of two interacting linear learning systems, a human and …
problem and give a simple example of two interacting linear learning systems, a human and …
Congregation formation in multiagent systems
CH Brooks, EH Durfee - Autonomous Agents and Multi-Agent Systems, 2003 - Springer
We present congregating both as a metaphor for describing and modeling multiagent
systems (MAS) and as a means for reducing coordination costs in large-scale MAS. When …
systems (MAS) and as a means for reducing coordination costs in large-scale MAS. When …
Practically coordinating
EH Durfee - AI Magazine, 1999 - ojs.aaai.org
To coordinate, intelligent agents might need to know something about themselves, about
each other, about how others view themselves and others, about how others think others …
each other, about how others view themselves and others, about how others think others …
Resource allocation games with changing resource capacities
In this paper we study a class of resource allocation games which are inspired by the El
Farol Bar problem. We consider a system of competitive agents that have to choose between …
Farol Bar problem. We consider a system of competitive agents that have to choose between …
Learning about other agents in a dynamic multiagent system
J Hu, MP Weliman - Cognitive Systems Research, 2001 - Elsevier
We analyze the problem of learning about other agents in a class of dynamic multiagent
systems, where performance of the primary agent depends on behavior of the others. We …
systems, where performance of the primary agent depends on behavior of the others. We …
[PDF][PDF] Automated strategy searches in an electronic goods market: Learning and complex price schedules
Markets for electronic goods provide the possibility of exploring new and more complex
pricing schemes, due to the flexibility of information goods and negligible marginal cost. In …
pricing schemes, due to the flexibility of information goods and negligible marginal cost. In …
An introduction to congregating in multi-agent systems
CH Brooks, EH Durfee… - … conference on multiagent …, 2000 - ieeexplore.ieee.org
We present congregating both as a metaphor for describing and modeling multi-agent
systems (MAS) and as a means for reducing coordination costs. We show how …
systems (MAS) and as a means for reducing coordination costs. We show how …