平均场博弈论(Mean-Field Games)研究的是大量对象之间的博弈,探索在一个竞争的环境中,对象如何选择最优的决策。例如股市里大量根据其他用户行为交易股票的股民,海里游动的鱼群,在世界杯现场看足球赛的观众等。目前,平均场博弈论在经济、金融、机器学习等方面都有应用。那什么是平均场呢?平均场的博弈是指在博弈的场...
Subramanian, Sriram Ganapathi, et al. "Decentralized mean field games."Proceedings of the AAAI Conference on Artificial Intelligence. Vol. 36. No. 9. 2022. 简介 Mean-field games(MFG)研究的是多智能体博弈中的一类特殊情形:智能体对于总体的影响较小的情形。这种情况下,可以把智能体集体产生的结果作为...
平均场博弈论（Mean-Field Games）研究大量个体间的博弈，探索在竞争环境中，个体如何做出最优决策。它应用于经济、金融、机器学习等领域，简化决策过程。平均场博弈指对象决策依赖场景中所有对象决策的概率分布，而非单个考虑。以买菜为例，考虑市场价作为平均场，反映参与者决策概率分布，个体据此决定，简化...
GMFG Equations 1:10:09 Graphon spectral decompositions for LQG control and games 47:55 Mitigating Epidemics_ Perspectives from Stackelberg Mean Field Games and Graphon 53:32 On nonlocal interactions in mean field games - Part 1 38:23 On nonlocal interactions in mean field games - Part 2 11...
We provide a rigorous mathematical formulation of Deep Learning (DL) methodologies through an in-depth analysis of the learning procedures characterizing Neural Network (NN) models within the theoretical frameworks of Stochastic Optimal Control (SOC) and Mean-Field Games (MFGs). In particular, we sho...
Mean-field Game: Mean-field is a hot topic in stochastic control., 视频播放量 71、弹幕量 0、点赞数 1、投硬币枚数 2、收藏人数 2、转发人数 0, 视频作者 wickdong, 作者简介 如果能让别人笑一笑,偶尔做做愚蠢的事情又何妨。,相关视频:Markov chains and martingal
Mean field games 来自 Springer 喜欢 0 阅读量: 375 作者: Jean-Michel Lasry,Pierre-Louis Lions 摘要: We survey here some recent studies concerning what we call mean-field models by analogy with Statistical Mechanics and Physics. More precisely, we present three examples of our mean-field ...
Mean-Field Gamesmulti-agent systemsMean-Field Games are games with a continuum of players that incorporate the timedimension through a control-theoretic approach. Recently, simpler approaches relying on the Best-Reply Strategy have been proposed. They assume that the agents navigate their strategies ...
来源期刊 IEEE/ACM Transactions on Networking 研究点推荐 Mean-Field Games Resource Sharing Cloud-Based Networks fair payoff function Cloud networks large-scale cloud networks 引用走势 2016 被引量:3 0关于我们 百度学术集成海量学术资源,融合人工智能、深度学习、大数据分析等技术,为科研工作者提供全面快捷...
系统标签: mean field equations erential lasry echal MeanFieldGamesJean-MichelLASRY(∗)1Pierre-LouisLIONS(∗)2(∗)workpartiallysupportedbythechair“Financeandsustainabledevelopment”Abstract:Wesurveyheresomerecentstudiesconcerningwhatwecallmean-fieldmodelsbyanalogywithStatisticalMechanicsandPhysics.Moreprecise...