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Partial credence goods on review platforms 审查平台上的部分信誉商品
IF 1 3区 经济学 Q3 ECONOMICS Pub Date : 2024-11-01 DOI: 10.1016/j.geb.2024.11.002
Ronen Gradwohl , Artyom Jelnov
We study a repeated credence goods market in which experts provide treatment to customers. We assume that the history of transactions is recorded on a review platform that contains information only about treatments, and not about non-treatments. We also introduce the notion of a partial credence good, where treated customers receive a noisy, ex post signal about the necessity of treatment. Absent such signals, there is a breakdown of the market. We provide a necessary and sufficient condition on the signals that guarantees the existence of any non-trivial equilibrium, as well as an efficient one.
我们研究的是专家为客户提供治疗的重复信任商品市场。我们假设交易历史记录在一个评论平台上,该平台只包含治疗信息,不包含非治疗信息。我们还引入了部分信用商品的概念,即接受治疗的客户会收到一个关于治疗必要性的事后噪声信号。如果没有这种信号,市场就会崩溃。我们提供了一个关于信号的必要条件和充分条件,它保证了任何非难均衡以及有效均衡的存在。
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引用次数: 0
Risk preferences of learning algorithms 学习算法的风险偏好
IF 1 3区 经济学 Q3 ECONOMICS Pub Date : 2024-11-01 DOI: 10.1016/j.geb.2024.09.013
Andreas Haupt, Aroon Narayanan
Many economic decision-makers today rely on learning algorithms for important decisions. This paper shows that a widely used learning algorithm—ε-Greedy—exhibits emergent risk aversion, favoring actions with lower payoff variance. When presented with actions of the same expectated payoff, under a wide range of conditions, ε-Greedy chooses the lower-variance action with probability approaching one. This emergent preference can have wide-ranging consequences, from inequity to homogenization, and holds transiently even when the higher-variance action has a strictly higher expected payoff. We discuss two methods to restore risk neutrality. The first method reweights data as a function of how likely an action is chosen. The second method employs optimistic payoff estimates for actions that have not been taken often.
如今,许多经济决策者都依赖学习算法来做出重要决策。本文表明,一种广泛使用的学习算法--ε-Greedy--表现出了新出现的风险厌恶,它偏爱报酬方差较低的行动。在多种条件下,当面临相同预期报酬的行动时,ε-Greedy 选择方差较低行动的概率接近于 1。这种新出现的偏好会产生广泛的后果,从不公到同质化,甚至在高方差行动的预期报酬严格高于低方差行动时也会暂时保持不变。我们讨论了两种恢复风险中性的方法。第一种方法是根据行动被选择的可能性对数据重新加权。第二种方法对不经常采取的行动采用乐观的报酬估计。
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引用次数: 0
Complete conditional type structures 完整的条件类型结构
IF 1 3区 经济学 Q3 ECONOMICS Pub Date : 2024-11-01 DOI: 10.1016/j.geb.2024.10.006
Nicodemo De Vito
Hierarchies of conditional beliefs (Battigalli and Siniscalchi, 1999) play a central role for the epistemic analysis of solution concepts in sequential games. They are modelled by type structures, which allow the analyst to represent the players' hierarchies without specifying an infinite sequence of conditional beliefs. Here, we study type structures that satisfy a “richness” property, called completeness. Friedenberg (2010) shows that, under specific conditions, a complete type structure with ordinary beliefs represents all hierarchies. This paper shows that Friedenberg's result can be extended to type structures with conditional beliefs. As an ancillary result of independent interest, we provide a construction of the “canonical” space of hierarchies of conditional beliefs which generalizes the one in Battigalli and Siniscalchi (1999).
条件信念的层次结构(Battigalli 和 Siniscalchi,1999 年)在对顺序博弈中的解法概念进行认识论分析时起着核心作用。它们由类型结构建模,允许分析师在不指定条件信念无限序列的情况下表示博弈者的层次结构。在这里,我们研究的是满足 "丰富性 "属性(即完备性)的类型结构。弗里登伯格(Friedenberg,2010 年)指出,在特定条件下,具有普通信念的完整类型结构代表了所有层次结构。本文表明,弗里登伯格的结果可以扩展到具有条件信念的类型结构。作为一个具有独立意义的附属结果,我们提供了一个条件信念层次结构的 "典型 "空间构造,它概括了 Battigalli 和 Siniscalchi (1999) 的构造。
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引用次数: 0
A recursive measure of voting power that satisfies reasonable postulates 满足合理假设的投票权递推衡量标准
IF 1 3区 经济学 Q3 ECONOMICS Pub Date : 2024-11-01 DOI: 10.1016/j.geb.2024.11.001
Arash Abizadeh , Adrian Vetta
The classical measures of voting power are based on players' decisiveness or full causal efficacy in vote configurations or divisions. We design an alternative, recursive measure departing from this classical approach. We motivate the measure via an axiomatic characterisation based on reasonable axioms and by offering two complementary interpretations of its meaning: first, we interpret the measure to represent, not the player's probability of being decisive in a voting structure, but its expected probability of being decisive in a uniform random walk from a vote configuration in the subset lattice (through which we represent the voting structure); and, second, we interpret it as representing a player's expected efficacy, thereby incorporating the notion of partial and not just full causal efficacy. We shore up our measure by demonstrating that it satisfies a set of postulates any reasonable voting measure should satisfy, namely, the iso-invariance, dummy, dominance, donation, minimum-power bloc, and quarrel postulates.
经典的投票权衡量标准基于参与者在投票配置或分票中的果断性或完全因果效力。我们从这一经典方法出发,设计了另一种递归度量方法。我们通过基于合理公理的公理特征描述,以及对其含义的两种互补解释,来激发这种测量方法:首先,我们将这种测量方法解释为代表的不是玩家在投票结构中起决定性作用的概率,而是其在子集网格(我们通过子集网格来代表投票结构)中的投票配置的均匀随机行走中起决定性作用的预期概率;其次,我们将其解释为代表玩家的预期功效,从而纳入了部分功效而不仅仅是完全因果功效的概念。我们通过证明我们的方法满足任何合理的投票方法都应满足的一系列假设,即等差数、虚数、支配地位、捐赠、最小力量集团和争吵假设,来巩固我们的方法。
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引用次数: 0
Cooperating with yourself 与自己合作
IF 1 3区 经济学 Q3 ECONOMICS Pub Date : 2024-11-01 DOI: 10.1016/j.geb.2024.10.003
Kirill Borissov , Mikhail Pakhnin , Ronald Wendner
We address time-inconsistent decision making by studying two types of intrapersonal cooperation in the Ramsey model with quasi-hyperbolic discounting. First, we consider temporal selves following the Golden Rule principle (do unto others as you would have them do unto you). Second, we consider temporal selves following Kant's categorical imperative (act as you would want all others to act towards all others). We introduce the corresponding cooperative policies and characterize them for economies with respectively log-utility and Cobb–Douglas technology, and isoelastic utility and linear technology. We compare cooperative behavior with non-cooperative (naive and sophisticated) behavior in terms of saving rates, and show that intrapersonal cooperation improves welfare according to all commonly used welfare criteria.
我们通过研究具有准双曲贴现的拉姆齐模型中的两种人际合作来解决时间不一致决策问题。首先,我们考虑遵循黄金法则原则(己所不欲,勿施于人)的时间自我。其次,我们考虑遵循康德的绝对命令(己所不欲,勿施于人)的时间自我。我们介绍了相应的合作政策,并分别描述了对数效用和柯布-道格拉斯技术经济以及等弹性效用和线性技术经济的合作政策。我们从储蓄率的角度对合作行为与非合作行为(幼稚行为和复杂行为)进行了比较,结果表明,根据所有常用的福利标准,人际合作都能改善福利。
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引用次数: 0
How cognitive skills affect strategic behavior: Cognitive ability, fluid intelligence and judgment 认知技能如何影响战略行为:认知能力、流动智能和判断力
IF 1 3区 经济学 Q3 ECONOMICS Pub Date : 2024-10-31 DOI: 10.1016/j.geb.2024.09.007
David Gill , Zachary Knepper , Victoria Prowse , Junya Zhou
We explore the influence of cognitive ability and judgment on strategic behavior in the beauty contest game (where the Nash equilibrium action is zero). Using the level-k model of bounded rationality, cognitive ability and judgment both predict higher level strategic thinking. However, individuals with better judgment choose zero less frequently, and we uncover a novel dynamic mechanism that sheds light on this pattern. Taken together, our results indicate that fluid (i.e., analytical) intelligence is a primary driver of strategic level-k thinking, while facets of judgment that are distinct from fluid intelligence drive the lower inclination of high judgment individuals to choose zero.
我们探讨了认知能力和判断力对选美比赛博弈(纳什均衡行动为零)中战略行为的影响。利用有界理性的 level-k 模型,认知能力和判断力都能预测更高层次的战略思维。然而,判断力更强的个体选择零的频率更低,我们发现了一种新的动态机制来揭示这种模式。综合来看,我们的研究结果表明,流体智力(即分析性智力)是策略水平-k 思维的主要驱动力,而与流体智力不同的判断力因素则会降低高判断力个体的零选择倾向。
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引用次数: 0
Stability vs. no justified envy 稳定与没有正当理由的嫉妒
IF 1 3区 经济学 Q3 ECONOMICS Pub Date : 2024-10-18 DOI: 10.1016/j.geb.2024.10.002
Assaf Romm , Alvin E. Roth , Ran I. Shorrer
Stability and “no justified envy” are used almost synonymously in the matching theory literature. However, they are conceptually different and have logically separate properties. We generalize the definition of justified envy to environments with arbitrary school preferences, feasibility constraints, and contracts, and show that stable allocations may admit justified envy. When choice functions are substitutable, the outcome of the deferred acceptance algorithm is both stable and admits no justified envy.
在匹配理论文献中,稳定性和 "没有合理的嫉妒 "几乎是同义词。然而,它们在概念上是不同的,在逻辑上也有各自的属性。我们将有理由嫉妒的定义推广到具有任意学校偏好、可行性约束和合约的环境中,并证明稳定的分配可能承认有理由嫉妒。当选择函数可替代时,延迟接受算法的结果既稳定又不允许合理嫉妒。
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引用次数: 0
Towards data auctions with externalities 实现具有外部性的数据拍卖
IF 1 3区 经济学 Q3 ECONOMICS Pub Date : 2024-10-16 DOI: 10.1016/j.geb.2024.09.008
Anish Agarwal, Munther Dahleh, Thibaut Horel, Maryann Rui
The design of data markets has gained importance as firms increasingly use machine learning models fueled by externally acquired training data. A key consideration is the externalities firms face when data, though inherently freely replicable, is allocated to competing firms. In this setting, we demonstrate that a data seller's optimal revenue increases as firms can pay to prevent allocations to others. To do so, we first reduce the combinatorial problem of allocating and pricing multiple datasets to the auction of a single digital good by modeling utility for data through the increase in prediction accuracy it provides. We then derive welfare and revenue maximizing mechanisms, highlighting how the form of firms' private information – whether the externalities one exerts on others is known, or vice-versa – affects the resulting structures. In all cases, under appropriate assumptions, the optimal allocation rule is a single threshold per firm, where either all data is allocated or none is.
随着企业越来越多地使用由外部获取的训练数据推动的机器学习模型,数据市场的设计变得越来越重要。一个关键的考虑因素是,当数据固有的可自由复制性被分配给竞争企业时,企业所面临的外部性问题。在这种情况下,我们证明了数据卖方的最优收入会增加,因为企业可以付费防止数据被分配给他人。为此,我们首先将多个数据集的分配和定价的组合问题简化为单一数字商品的拍卖问题,通过提高预测准确性来模拟数据的效用。然后,我们推导出福利和收益最大化的机制,并强调了企业私人信息的形式--企业对他人施加的外部效应是已知的,还是反之--如何影响由此产生的结构。在所有情况下,在适当的假设条件下,最优的分配规则是每个公司只有一个阈值,即要么分配所有数据,要么不分配任何数据。
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引用次数: 0
Ambiguity and informativeness of (non-)trading 非)贸易的模糊性和信息性
IF 1 3区 经济学 Q3 ECONOMICS Pub Date : 2024-10-09 DOI: 10.1016/j.geb.2024.10.001
Yinxiao Chu
We study a sequential trading mechanism with ambiguity-averse agents modeled by multiple prior preferences. Informed traders generally mix between trading and non-trading, and their trading probability decreases with ambiguity. If agents are sufficiently ambiguous, informed traders do not trade, and only noise traders place orders; trading becomes uninformative. When signal accuracy is ambiguous, trading can make public beliefs more ambiguous over time, which leads to social learning failures in the long run. Moreover, since informed traders may not trade, no-trade can also be informative when signal accuracy is asymmetric. Even with continuous action spaces, sufficiently high ambiguity stops social learning.
我们研究的是一种以多重先验偏好为模型的模糊规避代理的顺序交易机制。知情交易者通常在交易和不交易之间进行混合,他们的交易概率随着模糊性的降低而降低。如果代理足够模糊,知情交易者就不会交易,只有噪音交易者才会下单;交易变得不具信息性。当信号准确性模糊时,交易会使公众信念随着时间的推移变得更加模糊,从而导致长期的社会学习失败。此外,由于知情交易者可能不会进行交易,因此当信号准确性不对称时,不交易也会提供信息。即使是连续的行动空间,足够高的模糊性也会阻止社会学习。
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引用次数: 0
Time for memorable consumption 值得纪念的消费时间
IF 1 3区 经济学 Q3 ECONOMICS Pub Date : 2024-10-05 DOI: 10.1016/j.geb.2024.09.010
Stefania Minardi , Andrei Savochkin
A consumption event is memorable if the memory of the event affects well-being at times after the material consumption, as originally introduced by Gilboa et al. (2016). Our main contribution is to develop an axiomatic foundation of memorable consumption in a dynamic setting. Preferences are represented by the present value of the sum of utilities derived at each date from the current consumption and from recollecting the past. Our model accommodates well-known phenomena in psychology, such as the peak-end rule, duration neglect, and adaptation trends. We also provide foundations for a prominent special case of the representation with the Markovian property. The model is illustrated with applications in two different contexts: risk-taking behavior in a principal-agent problem and life-cycle consumption-savings decisions.
根据 Gilboa 等人(2016 年)的最初介绍,如果对消费事件的记忆会在物质消费之后的一段时间内影响人们的幸福感,那么该消费事件就是值得纪念的。我们的主要贡献是为动态环境中的记忆性消费建立了一个公理基础。偏好由每个日期从当前消费和回忆过去中获得的效用总和的现值来表示。我们的模型适用于心理学中众所周知的现象,如峰值结束规则、持续时间忽略和适应趋势。我们还为具有马尔可夫特性的表征的一个突出特例提供了基础。该模型在两种不同情况下的应用进行了说明:委托-代理问题中的冒险行为和生命周期消费-储蓄决策。
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引用次数: 0
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Games and Economic Behavior
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