Best-Response Dynamics Stanford CS364A, Algorithmic Game Theory - Lecture #16 笔记 本章主要讨论了一个求解PNE的算法,best response dynamics。需要注意的是本章讨论的所有game都是potential game,必然存在PNE的情况下,如何设计算法在一定的relax条件下实现“快速收敛”。
1 第2讲：最优反应（BESTRESPONSE）——基本分析思路和方法 2 博弈？博弈指的是一些人、团队或其他组织，面对一定的环境条件，在一定的规则下，同时或先后，一次或多次，从各自允许选择的行为或策略中进行选择并加以实施，各自取得相应结果的过程。3 基本分析思路和方法(I)：严格上策均衡分析 “囚徒困境”：...
ECON 159. Game TheoryLecture 04. Best Responses in Soccer and Business Partnershipshttps://oyc.yale.edu/economics/econ-159/lecture-4So last time we introduced a new idea and the new idea was that of best response. The idea was to think of a strategy
GAME THEORY : ANALYSIS OF STRATEGIC THINKING Exercises on Rationality , Best Response and DominanceBattigalli, Pierpaolo
Computer Science - Computer Science and Game TheoryComputer Science - LearningPrimary 91A2637N40secondary 91A2290C2568T05We investigate a class of reinforcement learning dynamics in which each player plays a "regularized best response" to a score vector consisting of his actions' cumulative payoffs....
The best response algorithm is often used in game theory to find Nash equilibria, its worst case complexity is known.This article show the exact complexity of the best response algorithm in random potential games. S Durand,B Gaujal - Springer Berlin Heidelberg 被引量: 18发表: 2016年 Approximat...
Scaling Up Multiagent Planning: A Best-Response Approach Multiagent planning is computationally hard in the general case due to the exponential blowup in the action space induced by concurrent action of different agents. At the same time, many scenarios require the computation of plans that ar.....
Our approach to finding a best response in an EFG, therefore, is to first apply the aforementioned transformations, and to then use simulation to learn the ensuing ISMDP and standard techniques (e.g., dynamic programming) to solve it. There are two challenges to effectively learning the IS...
Our work is related to a range of literature that applies game theory in estimation, planning and control for robots [2], [3], [4], [5], [6], [7]. In [6], a game formulation and sensitivity enhanced iterative best response algorithm was presented for a 2-player, 2D drone racing...
Two games are best-response equivalent if they have the same best-response correspondence. We provide a characterization of when two games are best-response equivalent. The characterizations exploit a dual relationship between payoff differences and beliefs. Some "potential game" arguments [ Games Econ...