首页> 外文会议>20th European conference on artificial intelligence >Bad equilibria (and what to do about them)
【24h】

Bad equilibria (and what to do about them)

机译:平衡不佳(以及如何处理)

获取原文
获取原文并翻译 | 示例

摘要

I begin by arguing that the notion of economic equilibrium is an important analytical tool with which to understand the behaviour of today's networked computer systems. This is because the behaviours that such systems exhibit are in part a function of the preferences and desires of system participants; this gives such systems the flavour of an economic system. In economics, an equilibrium is a steady-state situation, which obtains because no participant has any rational incentive to deviate from it. Equilibrium concepts are arguably the most important and widely used analytical weapons in the game theory arsenal. The concept of Nash equilibrium in particular has found a huge range of applications, in areas as diverse and seemingly unrelated as evolutionary biology and moral philosophy. However, there remain fundamental problems associated with Nash equilibria and their application, which must be considered if we want to apply them to the analysis of computer systems. First, there may be multiple Nash equilibria, in which case, how should we choose between them? Second, some equilibria may be undesirable, in which case, how can we avoid them? In this essay, I will introduce work that we have done addressing these problems from a computa-tional/AI perspective. Assuming no prior knowledge of game theory or economic solution concepts, I will discuss various ways in which we can try to engineer a scenario so that desirable equilibria result, or else engineer out undesirable equilibria.
机译:首先,我提出经济均衡的概念是理解当今网络计算机系统行为的重要分析工具。这是因为此类系统表现出的行为部分取决于系统参与者的偏好和期望。这使此类系统具有经济系统的风味。在经济学中,均衡是一种稳态状态,由于没有参与者有任何理性的动机偏离它而获得均衡。平衡概念可以说是博弈论武器库中最重要且使用最广泛的分析武器。纳什均衡的概念尤其在进化生物学和道德哲学等​​多样且看似无关的领域中找到了广泛的应用。但是,仍然存在与Nash平衡及其应用相关的基本问题,如果我们要将其应用于计算机系统分析,则必须考虑这些问题。首先,可能存在多个纳什均衡,在这种情况下,我们应该如何选择呢?其次,某些均衡可能是不希望的,在这种情况下,我们如何避免这种均衡?在本文中,我将介绍我们从计算/人工智能的角度解决这些问题所做的工作。假设没有博弈论或经济解决方案概念的先验知识,我将讨论各种方法,我们可以尝试设计一种方案,以实现理想的均衡,或者设计出不良的均衡。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号