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A game theoretic framework for communication decisions in multiagent systems.

机译:一个用于在多主体系统中进行通信决策的博弈论框架。

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摘要

Communication is the process of transferring information between multiple entities. We study the communication process between different entities that are modeled as multiple agents. To study the interactions between these entities we use Game theory, which is a mathematical tool that is used to model the interactions and decision process of these multiple players/agents. In the presence of multiple players their interactions are generally modelled as a stochastic game.;Here we assume that the communication medium, protocols and language are already present in this multiagent system. We address the question of information selection in the communication process. In this thesis, we develop a formal framework for communication between different agents using game theory. Our major contributions are:;A classifications of the multi agent systems and what information to communicate in these various cases.;Algorithms for Inverse Reinforcement Learning in multiagent systems, which allow an agent to get a better understanding about the other agents.;A mathematical framework using which the agents can make two important decisions, when to communicate, and, more importantly what to communicate in different classes of multiagent systems.
机译:通信是在多个实体之间传递信息的过程。我们研究了被建模为多个代理的不同实体之间的通信过程。为了研究这些实体之间的相互作用,我们使用博弈论,它是一种数学工具,用于对这些多个参与者/代理的相互作用和决策过程进行建模。在有多个玩家的情况下,他们的互动通常被建模为一个随机游戏。在这里,我们假设该多主体系统中已经存在通信介质,协议和语言。我们解决沟通过程中信息选择的问题。在本文中,我们使用博弈论开发了一个用于不同代理之间交流的正式框架。我们的主要贡献是:多代理系统的分类以及在各种情况下要传达的信息。多代理系统中的逆强化学习算法,使一个代理可以更好地了解其他代理。框架,代理可以使用该框架做出两个重要的决定:何时进行通信,以及更重要的是在不同类别的多代理系统中进行通信。

著录项

  • 作者单位

    The University of Texas at Arlington.;

  • 授予单位 The University of Texas at Arlington.;
  • 学科 Artificial Intelligence.
  • 学位 Ph.D.
  • 年度 2012
  • 页码 108 p.
  • 总页数 108
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

  • 入库时间 2022-08-17 11:43:29

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