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Mesoscopic structure of the stock market and portfolio optimization 股票市场的中观结构与投资组合优化
IF 1.1 4区 经济学 Q3 ECONOMICS Pub Date : 2024-09-17 DOI: 10.1007/s11403-024-00426-y
Sebastiano Michele Zema, Giorgio Fagiolo, Tiziano Squartini, Diego Garlaschelli

The idiosyncratic and systemic components of market structure have been shown to be responsible for the departure of the optimal mean-variance allocation from the heuristic ‘equally weighted’ portfolio. In this paper, we exploit clustering techniques derived from Random Matrix Theory to study a third, intermediate (mesoscopic) market structure that turns out to be the most stable over time and provides important practical insights from a portfolio management perspective. First, we illustrate the benefits, in terms of predicted and realized risk profiles, of constructing portfolios by filtering out both random and systemic co-movements from the correlation matrix. Second, we redefine the portfolio optimization problem in terms of stock clusters that emerge after filtering. Finally, we propose a new wealth allocation scheme that attaches equal importance to stocks belonging to the same community and show that it further increases the reliability of the constructed portfolios. Results are robust across different time spans, cross sectional dimensions and set of constraints defining the optimization problem.

市场结构中的特异性和系统性因素已被证明是导致最优均值-方差配置偏离启发式 "等权重 "投资组合的原因。在本文中,我们利用随机矩阵理论衍生的聚类技术,研究了第三种中间(中观)市场结构,结果表明这种结构随着时间的推移最为稳定,并从投资组合管理的角度提供了重要的实用见解。首先,我们说明了通过过滤相关矩阵中的随机和系统共同运动来构建投资组合在预测和实现风险概况方面的益处。其次,我们根据过滤后出现的股票群组重新定义了投资组合优化问题。最后,我们提出了一种新的财富分配方案,对属于同一群体的股票给予同等重视,并证明它进一步提高了所构建投资组合的可靠性。在不同的时间跨度、横截面维度和定义优化问题的约束条件下,结果都是稳健的。
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引用次数: 0
Introduction to the special issue on two editions of the workshop on economic science with heterogeneous interacting agents, $$24.5{text {th}}$$ Milan, 2021 (wehia 2021) $$25{text {th}}$$ Catania, 2022 (wehia 2022) 2021 年,米兰,$24.5{text {th}}$(wehia 2021) 2022 年,卡塔尼亚,$25{text {th}}$(wehia 2022),两期关于异质互动主体的经济科学研讨会特刊导言
IF 1.1 4区 经济学 Q3 ECONOMICS Pub Date : 2024-09-16 DOI: 10.1007/s11403-024-00427-x
Alessio Emanuele Biondo, Domenico Delli Gatti

This paper introduces the special issue on two editions of the Workshop on Economic Science with HeterogeneousInteracting Agents, 24.5th Milan, 2021 (wehia 2021) and 25th Catania, 2022 (wehia 2022).

本文介绍了两期 "有异质互动代理的经济科学研讨会 "特刊,分别是 2021 年 24 月 5 日米兰会议(wehia 2021)和 2022 年 25 日卡塔尼亚会议(wehia 2022)。
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引用次数: 0
Project finance or corporate finance for renewable energy? an agent-based insight 可再生能源的项目融资还是企业融资? 基于代理的见解
IF 1.1 4区 经济学 Q3 ECONOMICS Pub Date : 2024-09-09 DOI: 10.1007/s11403-024-00425-z
Thomas Baldauf, Patrick Jochem

State-of-the-art macroeconomic agent-based models (ABMs) include an increasing level of detail in the energy sector. However, the possible financing mechanisms of renewable energy are rarely considered. In this study, an investment model for power plants is conceptualized, in which energy investors interact in an imperfect and decentralized market network for credits, deposits and project equity. Agents engage in new power plant investments either through a special purpose vehicle in a project finance (PF) structure or via standard corporate finance (CF). The model portrays the growth of new power generation capacity, taking into account technological differences and investment risks associated with the power market. Different scenarios are contrasted to investigate the influence of PF investments on the transition. Further, the effectiveness of a simple green credit easing (GCE) mechanism is discussed. The results show that varying the composition of the PF and CF strategies significantly influences the transition speed. GCE can recover the pace of the transition, even under drastic reductions in PF. The model serves as a foundational framework for more in-depth policy analysis within larger agent-based integrated assessment models.

最先进的基于代理的宏观经济模型(ABMs)在能源领域的细节程度越来越高。然而,可再生能源可能的融资机制却很少得到考虑。本研究构想了一个发电厂投资模型,其中能源投资者在一个不完善的分散市场网络中就信贷、存款和项目股权进行互动。代理人通过项目融资(PF)结构中的特殊目的载体或标准企业融资(CF)参与新电厂投资。该模型考虑到技术差异和与电力市场相关的投资风险,描述了新发电能力的增长情况。通过对比不同的情景,研究 PF 投资对转型的影响。此外,还讨论了简单的绿色信贷宽松(GCE)机制的有效性。结果表明,改变 PF 和 CF 策略的构成会显著影响过渡速度。即使在 PF 大幅减少的情况下,GCE 也能恢复过渡速度。该模型为在更大的基于代理的综合评估模型中进行更深入的政策分析提供了一个基础框架。
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引用次数: 0
From zero-intelligence to Bayesian learning: the effect of rationality on market efficiency 从零智能到贝叶斯学习:理性对市场效率的影响
IF 1.1 4区 经济学 Q3 ECONOMICS Pub Date : 2024-08-29 DOI: 10.1007/s11403-024-00424-0
Daniele Giachini, Shabnam Mousavi, Matteo Ottaviani

In this paper, we investigate the relationship between individual rationality and price informative efficiency studying a prediction market model where agents repeatedly bet on the occurrence of a binary event following their subjective beliefs. We define individual rationality in terms of the amount of past observations used to update beliefs. In this way, a wide spectrum of rationality levels emerges, ranging from zero-intelligence to Bayesian learning. We show that the relationship between individual rationality and price informative efficiency is nonlinear and U-shaped. We argue that the results emerge from the particular interaction of two evolutionary forces operating at different levels: the market selection mechanism that moves wealth toward more accurate agents and the individual learning process that moves posterior probabilities over models depending on observed realizations.

在本文中,我们研究了个体理性与价格信息效率之间的关系,研究了一个预测市场模型,在该模型中,代理人根据自己的主观信念对二元事件的发生反复下注。我们根据用于更新信念的过去观察结果的数量来定义个体理性。这样,就出现了从零智能到贝叶斯学习的各种理性水平。我们的研究表明,个体理性与价格信息效率之间的关系是非线性和 U 型的。我们认为,这些结果来自于两种在不同层面上运作的进化力量的相互作用:市场选择机制使财富流向更准确的代理人,而个体学习过程则根据观察到的现实情况,将后验概率移至模型之上。
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引用次数: 0
Nonlinear dynamics in a public good game 公益博弈中的非线性动力学
IF 1.1 4区 经济学 Q3 ECONOMICS Pub Date : 2024-08-02 DOI: 10.1007/s11403-024-00423-1
Luca Gori, Mauro Sodini

The present work aims to study the problem of individual voluntary anonymous contributions to the financing of public goods in a dynamic setting. To do this, the article departs from a textbook model à la Naimzada and Tramontana (2010) augmented with public goods. The article studies how bounded rationality and dependence on agents’ past decisions combine with the problem of voluntary contributions. This favours the emergence of nonlinear dynamics in individual behaviour as well as in the aggregate contribution to the financing of a public good project. The Nash equilibrium can be destabilised through a flip bifurcation when the agent reactivity increases. In addition, some Neimark–Sacker bifurcations can also occur although not around the steady-state equilibrium. A sufficiently high agent reactivity level can also lead to chaotic dynamics with possible multiple attractors. When the chaotic regime prevails, synchronisation phenomena in agent behaviour may occur but are rare. Thus, usually, even if agents are homogeneous, they behave as if they were heterogeneous by making non-synchronised decisions. The work also explicitly deepens the case of a heterogeneous economy in terms of both consumer preferences and income.

本文旨在研究在动态环境下个人自愿匿名捐款资助公共产品的问题。为此,文章采用了 Naimzada 和 Tramontana(2010 年)的教科书模型,并增加了公共产品。文章研究了有界理性和对代理人过去决策的依赖如何与自愿捐款问题相结合。这有利于在个人行为以及对公益项目融资的总体贡献中出现非线性动态。当参与者的反应性增加时,纳什均衡会通过翻转分岔而失稳。此外,一些 Neimark-Sacker 分岔也会发生,尽管不是围绕稳态均衡。足够高的代理反应性水平也会导致混沌动力学,并可能出现多个吸引子。当混沌状态占主导地位时,可能会出现代理行为同步现象,但这种现象很少见。因此,通常情况下,即使代理是同质的,他们也会做出非同步的决策,表现得好像他们是异质的。这项工作还明确深化了消费者偏好和收入方面的异质经济情况。
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引用次数: 0
A closer look at the chemical potential of an ideal agent system 近距离观察理想制剂系统的化学潜能
IF 1.1 4区 经济学 Q3 ECONOMICS Pub Date : 2024-07-26 DOI: 10.1007/s11403-024-00422-2
Christoph J. Börner, Ingo Hoffmann, John H. Stiebel

Models for spin systems known from statistical physics are used in econophysics to describe economic problems, e.g., in the form of agent-based models. Econophysics research, as this strand is called, is increasingly developing general market models that describe exchange phenomena and use the chemical potential (mu) known from physics in the context of particle number changes. In statistical physics, equations of state are known for the chemical potential, which take into account the respective model framework and the corresponding state variables. A simple transfer of these equations of state to problems in econophysics appears difficult. To the best of our knowledge, the equation of state for the chemical potential is currently missing even for the simplest conceivable model of an ideal agent system. In this paper, this research gap is closed and the equation of state for the chemical potential is derived from the econophysical model assumptions of the ideal agent system. An interpretation of the equation of state leads to fundamental relationships that could also have been guessed, but are shown here by the theory.

统计物理学中已知的自旋系统模型在经济物理学中被用来描述经济问题,例如,以基于代理的模型的形式。经济物理学研究,正如这一分支所称的,正在越来越多地开发描述交换现象的一般市场模型,并在粒子数量变化的背景下使用物理学中已知的化学势((mu))。在统计物理学中,化学势的状态方程是已知的,其中考虑到了各自的模型框架和相应的状态变量。将这些状态方程简单地移植到经济物理学问题中似乎很难。据我们所知,即使是最简单的理想代理系统模型,目前也没有化学势的状态方程。本文填补了这一研究空白,并根据理想代理系统的经济物理模型假设推导出化学势的状态方程。对状态方程的解释引出了一些基本关系,这些关系原本也可以通过猜测得出,但在本文中通过理论得到了证明。
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引用次数: 0
Endogenous beliefs and social influence in a simple macroeconomic framework 简单宏观经济框架中的内生信仰和社会影响
IF 1.1 4区 经济学 Q3 ECONOMICS Pub Date : 2024-07-25 DOI: 10.1007/s11403-024-00417-z
Roberta Terranova

This paper incorporates endogenously emerging beliefs and social influence into a stylized Islands model characterized by uncertainty, strategic complementarity, and frictional coordination. Individuals in the model hold pessimistic, neutral, or optimistic beliefs, which can change over time due to economic outcomes and social influence. The study aims to assess how social influence affects agents’ coordination, economic stability, and welfare. We show that rational expectations are unstable in the absence of social influence. Agents coordinate over time on a pessimistic and highly inefficient stationary state in which output and welfare are below the rational expectations equilibrium. As the importance of social influence grows, the steady state becomes even more pessimistic. As it crosses a certain threshold, additional equilibria emerge. As a result, the economy may converge to the rational expectations steady state, in which welfare is highest, or to a much more optimistic equilibrium, which is not necessarily more efficient. Finally, we show that by reducing higher-order uncertainty, social influence can act as a coordination device with positive effects on welfare.

本文将内生的新兴信念和社会影响纳入了一个以不确定性、战略互补性和摩擦协调为特征的风格化群岛模型。模型中的个体持有悲观、中立或乐观的信念,这些信念会随着经济结果和社会影响的变化而变化。本研究旨在评估社会影响如何影响代理人的协调、经济稳定性和福利。我们的研究表明,在没有社会影响的情况下,理性预期是不稳定的。在产出和福利都低于理性预期均衡的悲观和高度低效的静止状态下,代理人会在一段时间内进行协调。随着社会影响的重要性增加,稳态变得更加悲观。当它越过某个临界点时,就会出现额外的均衡。因此,经济可能会趋同于福利最高的理性预期稳态,也可能趋同于更乐观的均衡,但这并不一定更有效率。最后,我们证明,通过减少高阶不确定性,社会影响可以作为一种协调手段,对福利产生积极影响。
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引用次数: 0
Simulating the industrial revolution: a history-friendly model 模拟工业革命:历史友好型模型
IF 1.1 4区 经济学 Q3 ECONOMICS Pub Date : 2024-07-09 DOI: 10.1007/s11403-024-00421-3
Nicola Visonà, Luca Riccetti

In this paper, we present a first modelization of Allen’s argument on the British industrial revolution with a history-friendly model heuristic. To do so, we use a macroeconomic micro-founded framework with heterogeneous agents—households, firms, and institutions—interacting through a decentralized matching process presenting standard features across five markets—labor, food, goods, services, and government bonds. We study the dynamics of the model using computer simulation. With the appropriate calibration, macroeconomic properties emerge such as endogenous business cycles and nominal GDP growth, while reproducing important stylized economic facts like the industrial revolution and Engel’s Pause.

在本文中,我们首次以历史友好型模型启发式对艾伦关于英国工业革命的论点进行了模型化。为此,我们使用了一个宏观经济微观基础框架,其中包含异质主体--家庭、企业和机构--通过一个分散的匹配过程进行互动,该过程呈现出劳动力、食品、商品、服务和政府债券五个市场的标准特征。我们通过计算机模拟来研究该模型的动态。在适当的校准下,宏观经济特性显现出来,如内生商业周期和名义 GDP 增长,同时再现了重要的风格化经济事实,如工业革命和恩格尔暂停。
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引用次数: 0
Conformism, distinction and heterogeneity in an agent-based model of fads 基于代理的流行模型中的顺应性、差异性和异质性
IF 1.1 4区 经济学 Q3 ECONOMICS Pub Date : 2024-06-29 DOI: 10.1007/s11403-024-00419-x
Leonardo Bargigli, Filippo Pietrini

We examine the dependence of the cyclical fluctuations of demand on specific behavioral attitudes of heterogeneous agents. Starting from a modified version of the model of Tassier (Complexity 9(5):51-61, 2004), we use simulations to explore consumption dynamics and market shares when agents are inclined both to conformism and distinction, two necessary conditions for fashion in Simmel (Am j Sociol 62(6): 541–558, 1957). Our results challenge the view stating that conspicuous consumption is typical only of a wealthy class and of some positional goods, since we make no assumptions about features of the goods or income distribution.

我们研究了需求的周期性波动对异质主体特定行为态度的依赖性。从塔西埃(Complexity 9(5):51-61,2004)模型的修改版开始,我们利用模拟来探讨当代理人同时倾向于顺从和区别时的消费动态和市场份额,这是西美尔(Am j Sociol 62(6):541-558, 1957).我们的研究结果对 "炫耀性消费仅是富裕阶层和某些地位商品的典型特征 "这一观点提出了质疑,因为我们没有对商品或收入分配的特征做出任何假设。
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引用次数: 0
Impacts of public disclosure on tax compliance using agent-based modeling 利用基于代理的模型分析公开披露对税收遵从的影响
IF 1.1 4区 经济学 Q3 ECONOMICS Pub Date : 2024-06-27 DOI: 10.1007/s11403-024-00420-4
Hiroyuki Sano

This study examines the impact of public disclosure of tax information on tax compliance using simulation experiments utilizing agent-based modeling. We investigate two scenarios: (i) partial disclosure, in which tax returns and audit results are made public without taxpayer identities, and (ii) full disclosure, in which this information is publicized with taxpayer identities. Our simulation results reveal that in the partial disclosure scenario, the effect on tax compliance is contingent upon the social state of individual moral values regarding tax payment. Specifically, partial disclosure has a positive impact on tax compliance when taxpayers exhibit a relatively strong moral consciousness and a negative impact when their moral consciousness is weak. In the full disclosure scenario, when the moral consciousness of the population is sufficiently weak, the average reported income decreases despite the positive effect of the naming-and-shaming policy on tax compliance.

本研究利用基于代理建模的模拟实验,探讨了公开披露税务信息对纳税遵从的影响。我们研究了两种情况:(i) 部分公开,即公开纳税申报单和审计结果,但不公开纳税人身份;(ii) 完全公开,即公开纳税人身份。我们的模拟结果显示,在部分公开的情况下,对纳税遵从度的影响取决于个人纳税道德价值观的社会状态。具体来说,当纳税人的道德意识相对较强时,部分信息公开会对纳税遵从度产生积极影响;而当纳税人的道德意识较弱时,部分信息公开则会对纳税遵从度产生消极影响。在完全公开的情况下,当民众的道德意识足够薄弱时,尽管点名羞辱政策对纳税遵从有积极影响,但平均申报收入却会减少。
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引用次数: 0
期刊
Journal of Economic Interaction and Coordination
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