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The collective wisdom of behavioral game theory 行为博弈论的集体智慧
IF 1.3 3区 经济学 Q3 ECONOMICS Pub Date : 2024-04-12 DOI: 10.1007/s00199-024-01571-y
Shu Huang, Russell Golman

We apply an algorithm from the wisdom-of-crowds literature to optimally combine behavioral game theory models to more accurately predict strategic choice in one-shot, simultaneous-move games. We find that the optimal weighted average of seven behavioral game theory models predicts out-of-sample choice behavior significantly better than any of the individual models. The crowd of behavioral game theory models is wiser than any single one of them. Different strategic choice models complement each other by capturing distinct patterns of behavior. The field of behavioral game theory is enriched by having this diversity of models.

我们运用众智文献中的一种算法来优化组合行为博弈论模型,从而更准确地预测单次同时行动博弈中的战略选择。我们发现,七个行为博弈论模型的最优加权平均值对样本外选择行为的预测效果明显优于任何一个单独的模型。众多行为博弈论模型比任何一个模型都更明智。不同的策略选择模型通过捕捉不同的行为模式来实现互补。这种模型的多样性丰富了行为博弈论领域。
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引用次数: 0
Computing perfect stationary equilibria in stochastic games 计算随机博弈中的完全静止均衡
IF 1.3 3区 经济学 Q3 ECONOMICS Pub Date : 2024-04-08 DOI: 10.1007/s00199-024-01565-w
Peixuan Li, Chuangyin Dang, P. Jean-Jacques Herings

The notion of stationary equilibrium is one of the most crucial solution concepts in stochastic games. However, a stochastic game can have multiple stationary equilibria, some of which may be unstable or counterintuitive. As a refinement of stationary equilibrium, we extend the concept of perfect equilibrium in strategic games to stochastic games and formulate the notion of perfect stationary equilibrium (PeSE). To further promote its applications, we develop a differentiable homotopy method to compute such an equilibrium. We incorporate vanishing logarithmic barrier terms into the payoff functions, thereby constituting a logarithmic-barrier stochastic game. As a result of this barrier game, we attain a continuously differentiable homotopy system. To reduce the number of variables in the homotopy system, we eliminate the Bellman equations through a replacement of variables and derive an equivalent system. We use the equivalent system to establish the existence of a smooth path, which starts from an arbitrary total mixed strategy profile and ends at a PeSE. Extensive numerical experiments, including relevant applications like dynamic oligopoly models and dynamic legislative voting, further affirm the effectiveness and efficiency of the method.

静态均衡的概念是随机博弈中最关键的解法概念之一。然而,一个随机博弈可能有多个固定均衡,其中一些可能不稳定或违背直觉。作为对静态均衡的细化,我们将策略博弈中的完全均衡概念扩展到了随机博弈,并提出了完全静态均衡(PeSE)的概念。为了进一步推广其应用,我们开发了一种计算这种均衡的可微分同调方法。我们在报酬函数中加入了消失的对数障碍项,从而构成了对数障碍随机博弈。通过这种障碍博弈,我们得到了一个连续可微的同调系统。为了减少同调系统中的变量数量,我们通过变量替换消除了贝尔曼方程,并推导出一个等价系统。我们利用该等价系统建立了一条平滑路径的存在性,该路径从任意总混合策略剖面出发,以 PeSE 为终点。广泛的数值实验,包括动态寡头垄断模型和动态立法投票等相关应用,进一步肯定了该方法的有效性和效率。
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引用次数: 0
Voluntary versus mandatory information disclosure in the sequential prisoner’s dilemma 顺序囚徒困境中的自愿与强制信息披露
IF 1.3 3区 经济学 Q3 ECONOMICS Pub Date : 2024-04-06 DOI: 10.1007/s00199-024-01563-y
Georg Kirchsteiger, Tom Lenaerts, Rémi Suchon

In sequential social dilemmas with stranger matching, initiating cooperation is inherently risky for the first mover. The disclosure of the second mover’s past actions may be necessary to instigate cooperation. We experimentally compare the effect of mandatory and voluntary disclosure with non-disclosure in a sequential prisoner’s dilemma situation. Our results confirm the positive effects of disclosure on cooperation. We also find that voluntary disclosure is as effective as mandatory disclosure, which runs counter to the results of existing literature on this topic. With voluntary disclosure, second movers who have a good track record chose to disclose, suggesting that they anticipate non-disclosure would signal non-cooperativeness. First movers interpret non-disclosure correctly as a signal of non-cooperativeness. Therefore, they cooperate less than half as often when the second mover decides not to disclose.

在陌生人匹配的连续社交困境中,对于第一个行动者来说,发起合作本身就存在风险。披露第二推动者过去的行为可能是促成合作的必要条件。我们通过实验比较了在连续囚徒困境中强制披露、自愿披露和不披露的效果。我们的结果证实了披露对合作的积极影响。我们还发现,自愿披露与强制披露同样有效,这与现有相关文献的研究结果背道而驰。在自愿披露的情况下,有良好记录的第二行动者会选择披露,这表明他们预计不披露会发出不合作的信号。先行者将不披露正确理解为不合作的信号。因此,当第二推动者决定不披露时,他们的合作频率不到一半。
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引用次数: 0
Prediction algorithms in matching platforms 匹配平台中的预测算法
IF 1.3 3区 经济学 Q3 ECONOMICS Pub Date : 2024-04-04 DOI: 10.1007/s00199-024-01566-9

Abstract

We follow the future trajectory of more targeted wage formation in labor matching platforms, such as freelancing, crowd-sourcing, home-delivery, and ride-hailing, where local job search is coordinated by improving prediction algorithms. A labor matching platform is modelled as a directed search and matching market. We observe that targeted wage setting promotes efficient matching and longer employment spells. However, because a higher employment rate accentuates any disparities between available workers and vacancies, the effects of targeted wage setting on firm competition depend on prevailing market tightness. The impact of targeted wage formation on workers is positive when the vacancy-to-worker ratio is intermediate but turns negative at both extremes. Our results suggest that targeted wage setting may benefit occasional workers while potentially posing drawbacks for full-time platform workers.

摘要 我们关注未来劳动力匹配平台(如自由职业、众包、宅急送和打车服务)中更有针对性的工资形成轨迹,在这些平台中,通过改进预测算法来协调本地职位搜索。劳动力匹配平台被模拟为一个定向搜索和匹配市场。我们发现,有针对性的工资设定能促进高效匹配和更长的就业期。然而,由于较高的就业率会加剧可用工人与空缺职位之间的差距,定向工资设定对企业竞争的影响取决于当前市场的紧张程度。当空缺职位与工人比率处于中间值时,定向工资设定对工人的影响是积极的,但在两个极端值时,这种影响就会变成消极的。我们的研究结果表明,定向工资设定可能会使临时工受益,而对全职平台工人则可能造成不利影响。
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引用次数: 0
Network effects on information acquisition by DeGroot updaters 网络效应对 DeGroot 更新器获取信息的影响
IF 1.3 3区 经济学 Q3 ECONOMICS Pub Date : 2024-04-04 DOI: 10.1007/s00199-024-01568-7

Abstract

In today’s world, social networks have a significant impact on information processes, shaping individuals’ beliefs and influencing their decisions. This paper proposes a model to understand how boundedly rational (DeGroot) individuals behave when seeking information to make decisions in situations where both social communication and private learning take place. The model assumes that information is a local public good, and individuals must decide how much effort to invest in costly information sources to improve their knowledge of the state of the world. Depending on the network structure and agents’ positions, some individuals will invest in private learning, while others will free-ride on the social supply of information. The model shows that multiple equilibria can arise, and uniqueness is controlled by the lowest eigenvalue of a matrix determined by the network. The lowest eigenvalue roughly captures how two-sided a network is. Two-sided networks feature multiple equilibria. Under a utilitarian perspective, agents would be more informed than they are in equilibrium. Social welfare would be improved if influential agents increased their information acquisition levels.

摘要 当今世界,社交网络对信息过程有着重大影响,它塑造着个人的信念并影响着他们的决策。本文提出了一个模型,以了解在社会交流和私人学习同时发生的情况下,有界理性(DeGroot)个体在寻求信息以做出决策时的行为方式。该模型假定信息是一种地方公共产品,个人必须决定在成本高昂的信息来源上投入多少精力,以提高他们对世界状况的了解。根据网络结构和代理人的立场,一些人会投资于私人学习,而另一些人则会搭社会信息供应的便车。该模型表明,可能会出现多重均衡,而唯一性由网络决定的矩阵的最低特征值控制。最低特征值大致反映了网络的双面性。双面网络具有多重均衡。从功利主义的角度来看,代理人的知情程度会高于均衡状态。如果有影响力的代理人提高信息获取水平,社会福利就会得到改善。
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引用次数: 0
Two families of values for global cooperative games 全球合作博弈的两个数值系列
IF 1.3 3区 经济学 Q3 ECONOMICS Pub Date : 2024-04-03 DOI: 10.1007/s00199-024-01567-8
J. M. Alonso-Meijide, M. Álvarez-Mozos, M. G. Fiestras-Janeiro, A. Jiménez-Losada

A global (cooperative) game describes the utility that the whole set of players generates depending on the coalition structure they form. These games were introduced by Gilboa and Lehrer (Int J Game Theory 20:129–147, 1991) who proposed and characterized a generalization of the Shapley value. We introduce two families of point valued solutions that contain the Gilboa–Lehrer value. We characterize each family by means of reasonable properties, which are related to the ones used by Gilboa and Lehrer.

全局(合作)博弈描述的是整组博弈者根据其组成的联盟结构所产生的效用。这些博弈是由 Gilboa 和 Lehrer(《国际博弈论》20:129-147,1991 年)提出的,他们提出并描述了 Shapley 值的一般化。我们介绍了包含 Gilboa-Lehrer 值的两个点值解系。我们通过合理的属性来描述每个族的特征,这些属性与 Gilboa 和 Lehrer 使用的属性相关。
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引用次数: 0
Non-smooth integrability theory 非光滑可积分性理论
IF 1.3 3区 经济学 Q3 ECONOMICS Pub Date : 2024-03-30 DOI: 10.1007/s00199-024-01564-x
Yuhki Hosoya

We study a method for calculating the utility function from a candidate of a demand function that is not differentiable, but is locally Lipschitz. Using this method, we obtain two new necessary and sufficient conditions for a candidate of a demand function to be a demand function. The first concerns the Slutsky matrix, and the second is the existence of a concave solution to a partial differential equation. Moreover, we show that the upper semi-continuous weak order that corresponds to the demand function is unique, and that this weak order is represented by our calculated utility function. We provide applications of these results to econometric theory. First, we show that, under several requirements, if a sequence of demand functions converges to some function with respect to the metric of compact convergence, then the limit is also a demand function. Second, the space of demand functions that have uniform Lipschitz constants on any compact set is compact under the above metric. Third, the mapping from a demand function to the calculated utility function becomes continuous. We also show a similar result on the topology of pointwise convergence.

我们研究了一种计算候选需求函数效用函数的方法,该候选需求函数不可微,但具有局部 Lipschitz 特性。利用这种方法,我们得到了候选需求函数成为需求函数的两个新的必要条件和充分条件。第一个条件涉及 Slutsky 矩阵,第二个条件是偏微分方程存在凹解。此外,我们还证明了与需求函数相对应的上半连续弱序是唯一的,而我们计算出的效用函数就代表了这个弱序。我们将这些结果应用于计量经济学理论。首先,我们证明了在几个要求下,如果需求函数序列收敛于某个与紧凑收敛度量有关的函数,那么其极限也是一个需求函数。其次,在上述度量条件下,在任何紧凑集合上具有均匀李普希茨常数的需求函数空间是紧凑的。第三,从需求函数到计算出的效用函数的映射变得连续。我们还展示了点式收敛拓扑的类似结果。
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引用次数: 0
Uniformly strict equilibrium for repeated games with private monitoring and communication 有私人监控和通信的重复博弈的统一严格均衡
IF 1.3 3区 经济学 Q3 ECONOMICS Pub Date : 2024-03-28 DOI: 10.1007/s00199-024-01561-0
Richard McLean, Ichiro Obara, Andrew Postlewaite

Cooperation through repetition is an important theme in game theory. In this regard, various celebrated “folk theorems” have been proposed for repeated games in increasingly more complex environments. There has, however, been insufficient attention paid to the robustness of a large set of equilibria that is needed for such folk theorems. Starting with perfect public equilibrium as our starting point, we study uniformly strict equilibria in repeated games with private monitoring and direct communication (cheap talk). We characterize the limit equilibrium payoff set and identify the conditions for the folk theorem to hold with uniformly strict equilibrium.

通过重复进行合作是博弈论的一个重要主题。在这方面,人们针对日益复杂环境中的重复博弈提出了各种著名的 "民间定理"。然而,人们对这些民间定理所需的大量均衡的稳健性关注不够。我们以完全公共均衡为起点,研究了具有私人监控和直接交流(廉价谈话)的重复博弈中的均匀严格均衡。我们描述了极限均衡收益集的特征,并确定了民间定理在均匀严格均衡下成立的条件。
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引用次数: 0
Contests on networks 网络竞赛
IF 1.3 3区 经济学 Q3 ECONOMICS Pub Date : 2024-03-21 DOI: 10.1007/s00199-024-01562-z
Alexander Matros, David Rietzke

We develop a model of contests on networks. Each player is connected to a set of contests and exerts a single effort to increase the probability of winning each contest to which she is connected. We explore how behavior is shaped by the pattern of interactions and characterize the networks that tend to induce greater effort; in particular, we show that the complete bipartite network is the unique structure that maximizes aggregate player effort. We also obtain a new exclusion result—akin to the Exclusion Principle of Baye et al. (Am Econ Rev 83(1):289-294, 1993)—which holds under the lottery CSF, and contrasts prior work in contests. Finally, new insight into uniqueness of equilibrium for network contest games is provided. Our framework has a broad range of applications, including research and development, advertising, and research funding.

我们建立了一个网络竞赛模型。每个参赛者都与一组竞赛相关联,并通过单次努力来提高赢得与之相关联的每场竞赛的概率。我们探讨了互动模式是如何影响行为的,并描述了倾向于诱导更大努力的网络的特征;特别是,我们证明了完整的二方网络是使玩家总努力最大化的唯一结构。我们还得到了一个新的排除结果--类似于贝伊等人的排除原则(Am Econ Rev 83(1):289-294, 1993)--它在彩票 CSF 下成立,并与之前的竞赛工作形成对比。最后,我们对网络竞赛博弈均衡的唯一性提出了新的见解。我们的框架应用广泛,包括研发、广告和研究经费。
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引用次数: 0
On the consistency among prior, posteriors, and information sets 关于先验集、后验集和信息集之间的一致性
IF 1.3 3区 经济学 Q3 ECONOMICS Pub Date : 2024-03-18 DOI: 10.1007/s00199-024-01558-9
Satoshi Fukuda

This paper studies implications of the consistency conditions among prior, posteriors, and information sets on introspective properties of qualitative belief induced from information sets. The main result reformulates the consistency conditions as: (i) the information sets, without any assumption, almost surely form a partition; and (ii) the posterior at a state is equal to the Bayes conditional probability given the corresponding information set. The main implication of this result is to provide a tractable epistemic model which dispenses with the technical assumptions inherent in the standard epistemic model such as the countable number of information sets. Applications are agreement theorem, no-trade theorem, and the epistemic characterization of correlated equilibria. Implications are as follows. First, since qualitative belief reduces to fully introspective knowledge in the standard environment, a care must be taken when one studies non-veridical belief or non-introspective knowledge. Second, an information partition compatible with the consistency conditions is uniquely determined by the posteriors. Third, qualitative and probability-one beliefs satisfy truth axiom almost surely. The paper also sheds light on how the additivity of the posteriors yields negative introspective properties of beliefs.

本文研究先验、后验和信息集之间的一致性条件对由信息集诱导的定性信念的内省特性的影响。主要结果将一致性条件重新表述为(i) 在没有任何假设的情况下,信息集几乎肯定会形成一个分区;以及 (ii) 在一个状态下的后验等于给定相应信息集的贝叶斯条件概率。这一结果的主要含义是提供了一个可操作的认识论模型,它免除了标准认识论模型中固有的技术假设,如信息集的可计数。其应用包括协议定理、无交易定理和相关均衡的认识论特征。其含义如下。首先,由于定性信念在标准环境中可以还原为完全内省的知识,因此在研究非veridical信念或非内省知识时必须小心谨慎。其次,符合一致性条件的信息分区是由后验唯一决定的。第三,定性信念和概率一信念几乎肯定满足真理公理。本文还揭示了后验的可加性如何产生信念的负内省特性。
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引用次数: 0
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Economic Theory
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