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Polarization in Social Media: A Virtual Worlds-Based Approach 社会媒体的两极分化:基于虚拟世界的方法
IF 4.2 3区 工程技术 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.18564/jasss.5170
Dennis Jacob, Sven Banisch
: As social media becomes increasingly integrated within the fabric of our digital lives, it is clear that these platforms have a great impact on our mental well-being and interpersonal relationships. However, recent events and studies suggest that these changes are not always for the better as social media might contribute to social polarization. In this work, we leverage agent-based modelling (ABM) techniques to simulate the associated opinion dynamics of polarization in social media platforms. To accomplish this, we first develop a methodology for distinguishing between different types of polarization. This enables a more nuanced investigation into the interplay between behavior online and behavior offline. We next expand on the public-private split model by introducing a novel “virtual worlds” framework for representing an online social media platform. Agents from the neighbor-constrained “real world” can “log-in” to these virtual worlds with a certain probability and participate in a complete network; this reflects the unique socioeconomic and geographic anonymity provided through social media. Additionally, global homophilic influence is incorporated and its relationship with local virtual world structure is considered. We finally perform a sensitivity analysis over a set of model parameters, and find that the incorporation of virtual worlds can result in the simultaneous presence of different types of polarization in the real and virtual worlds. These findings align with studies on social media from the literature, and suggest that the online platform provided by social media poses unique challenges with regards to investigating the presence of polarization.
当前位置随着社交媒体日益融入我们的数字生活,很明显,这些平台对我们的心理健康和人际关系产生了巨大影响。然而,最近的事件和研究表明,这些变化并不总是好的,因为社交媒体可能会导致社会两极分化。在这项工作中,我们利用基于代理的建模(ABM)技术来模拟社交媒体平台中两极分化的相关意见动态。为了做到这一点,我们首先开发了一种区分不同类型极化的方法。这使得对在线行为和离线行为之间的相互作用进行更细致的调查成为可能。接下来,我们将通过引入一个用于表示在线社交媒体平台的新颖“虚拟世界”框架来扩展公私分离模型。来自受邻居约束的“真实世界”的智能体能够以一定的概率“登录”到这些虚拟世界,并参与到一个完整的网络中;这反映了通过社交媒体提供的独特的社会经济和地理匿名性。此外,还考虑了全局同构影响及其与局部虚拟世界结构的关系。最后,我们对一组模型参数进行了灵敏度分析,发现虚拟世界的加入会导致现实世界和虚拟世界中同时存在不同类型的极化。这些发现与文献中关于社交媒体的研究相一致,并表明社交媒体提供的在线平台在调查两极分化的存在方面提出了独特的挑战。
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引用次数: 1
Sociological approach to the Fermi paradox 费米悖论的社会学方法
IF 4.2 3区 工程技术 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.18254/s207751800026418-8
Georgii Malinetskiy
Since 1950, scientists have been discussing the Fermi paradox – the lack of signs of life and reason of other civilizations. This is surprising, since the latter can be millions, or maybe billions older than the earth and therefore must have the appropriate technological capabilities. The article addresses this problem from the point of view of mathematical modeling and the theory of self-organization. The dynamics of other worlds are investigated, and it is shown that their existence is determined by social instability. This instability relates to the contradiction between "cosmic people," insisting on the expansion of their civilization and "molecular," who believe that the main thing is to preserve what has been achieved. The results obtained make us take a fresh look at the management of the risks of the development of terrestrial civilization and attempts to contact other worlds.
自1950年以来,科学家们一直在讨论费米悖论——缺乏其他文明的生命和理性迹象。这是令人惊讶的,因为后者可能比地球古老数百万年,甚至数十亿年,因此必须具有适当的技术能力。本文从数学建模和自组织理论的角度来解决这一问题。研究了其他世界的动态,表明它们的存在是由社会不稳定决定的。这种不稳定关系到“宇宙人”和“分子人”之间的矛盾,前者坚持扩大自己的文明,后者认为主要的是保持已经取得的成就。所获得的结果使我们对管理地球文明发展的风险和尝试与其他世界接触有了新的看法。
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引用次数: 0
Agent-based modeling of the sleep-wake cycle 基于智能体的睡眠-觉醒周期建模
IF 4.2 3区 工程技术 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.18254/s207751800024523-4
A. Melnikov
This study presents a circadian rhythm model. Specificity of such model is in consideration of the dynamic of two hormones and a neuromediator. Such an approach was taken due to the fact that circadian rhythms dynamics are largely expressed by cyclic quantity alteration of adenosine, cortisole and melatonin throughout the day. External factors effects were explored and their influence was imitated in the model. External factors influence on hormone's dynamic was analysed. Decision making assistance algorithm of external factors usage in correcting quantities of adenosine,cortisole and melatonin, was developed.
本研究提出了一个昼夜节律模型。该模型的特异性考虑了两种激素和一种神经介质的动态作用。之所以采用这种方法,是因为昼夜节律动力学在很大程度上是通过全天腺苷、皮质醇和褪黑激素的循环量变化来表达的。探讨了外部因素的影响,并在模型中模拟了它们的影响。分析了外界因素对激素动态的影响。开发了腺苷、皮质醇和褪黑激素校正中外部因素使用的辅助决策算法。
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引用次数: 0
Cyber risks: Prospective Control Instruments (using the example of Cyber Insurance) 网络风险:前瞻性控制工具(以网络保险为例)
IF 4.2 3区 工程技术 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.18254/s207751800024767-2
Dmitry Koshkin
The digital society provides great opportunities for the development of public services, business and the financial sector. Consumers of services appreciated the convenience and efficiency. At the same time, with any positive developments, there are also risks. Growing advances in technology have led to the emergence and proliferation of new risks for both government and business, in particular cyber risks. The authors use the example of the insurance industry to demonstrate the importance of the IT sphere in public life and the growing need for effective cyber security tools. The study analyses the risks that pose a threat to the development of society through the example of cyber risks through the prism of the cyber insurance market. The authors argue that cyber risk insurance can reduce these risks. Due to the growing dependence of society and the state on technology and the increasing sophistication of cybercriminals, it is critical for governments and businesses to be proactive in protecting against potential cyber-attacks and other technology-driven threats. In this environment, instruments such as cyber risk insurance provide the necessary protection for the economy and society in the digital age. In addressing this issue, the authors aim to contribute to greater security in the digital world.
数字社会为公共服务、商业和金融业的发展提供了巨大机遇。消费者对服务的便利和高效表示赞赏。与此同时,任何积极的事态发展都存在风险。技术的不断进步导致了政府和企业新风险的出现和扩散,尤其是网络风险。作者以保险行业为例,展示了IT领域在公共生活中的重要性,以及对有效网络安全工具日益增长的需求。该研究通过网络保险市场的棱镜,以网络风险为例,分析了对社会发展构成威胁的风险。作者认为,网络风险保险可以降低这些风险。由于社会和国家对技术的依赖程度越来越高,网络犯罪分子也越来越复杂,政府和企业积极主动地防范潜在的网络攻击和其他技术驱动的威胁至关重要。在这种环境下,网络风险保险等工具为数字时代的经济和社会提供了必要的保护。在解决这个问题时,作者的目标是在数字世界中为更大的安全性做出贡献。
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引用次数: 0
An Assimilation Anomaly: Averaging-Induced Reversal of Overall Opinion in Two Interacting Societies 同化异常:在两个相互作用的社会中平均诱导的总体意见逆转
3区 工程技术 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.18564/jasss.5150
Jacob Landsberg, Adam Landsberg
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引用次数: 0
What Matters Most in Supporting Cooperation, the Gossip Content or the Gossiper’s Intention? Simulating Motive Interpretation in Gossip Dynamics 支持合作最重要的是什么,八卦内容还是八卦者的意图?在八卦动力学中模拟动机解释
3区 工程技术 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.18564/jasss.5194
Martina Testori, Francesca Giardini, Charlotte K Hemelrijk, Terence D Dores Cruz, Bianca Beersma
: Gossip provides individuals a great volume of information, which allows them to make informed decisions and better adapt to the environment around them. Like all pieces of information, however, if not correctly interpreted, gossip can lead to harmful consequences for individuals. Indeed, computational models have portrayed a complex picture on how gossip impacts cooperation, identifying several limitations of the mechanism. Recent theoretical models and empirical studies have shown how interpreting the information received through gossip is a key component to understand how gossip influences individuals and groups. Thus, we built an agent-based model where we examine two reaction mechanisms for different reputation systems, in which agents first interpret the motive behind gossip and then react on the basis of this interpretation. While the first mechanism relies on an encompassing reputation system in which all pieces of information are used to inform future decisions with other group members, the second mechanism comprises a two-layer reputation system, in which agents’ actions are separate from agents’ reliability as gossipers. Our results support previous empirical findings asserting gossip as an effective way to sustain initial cooperation, and offer a solution for gossipdrivenbynegativemotives: aslongasgossipreceiversignoretheinformationprovidedbygossipersthey deem unreliable and don’t punish them by refraining from cooperative interactions with them, cooperation can be sustained.
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引用次数: 1
Social Agents? A Systematic Review of Social Identity Formalizations 社会代理?社会身份形式化的系统回顾
IF 4.2 3区 工程技术 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.18564/jasss.5066
Geeske Scholz, Nanda Wijermans, Rocco Paolillo, Martin Neumann, Torsten Masson, É. Chappin, A. Templeton, G. Kocheril
: Simulating collective decision-making and behaviour is at the heart of many agent-based models (ABMs). However, the representation of social context and its influence on an agent’s behaviour remains challenging. Here, the Social Identity Approach (SIA) from social psychology, offers a promising explanation, as it describes how people behave while being part of a group, how groups interact and how these interactions and ingroup norms can change over time. SIA is valuable for various application domains while also being challenging to formalise. To address this challenge and enable modellers to learn from existing work, we took stock of ABM formalisations of SIA and present a systematic review of SIA in ABMs. Our results show a diversity of application areas and formalisations of (parts of) SIA without any converging practice towards a default formalisation. Models range from simple to (cognitively) rich, with a group of abstract models in the tradition of opinion dynamics employing SIA to specify group-based social influence. We also found some complex cognitive SIA formalisations incorporating contextual behaviour. When considering the function of SIA in the models, representing collectives, modelling group-based social influence and unpacking contextual behaviour all stood out. Our review was also an inventory of the formalisation challenge attached to using a very promising social-psychological theory in ABMs, revealing a tendency for reference to domain-specific theories to remain vague.
模拟集体决策和行为是许多基于主体的模型(ABMs)的核心。然而,社会背景的表征及其对代理人行为的影响仍然具有挑战性。在这里,来自社会心理学的社会认同方法(SIA)提供了一个有希望的解释,因为它描述了人们作为群体的一部分时的行为方式,群体如何互动以及这些互动和群体内规范如何随着时间而变化。SIA对于各种应用领域都很有价值,同时也具有挑战性。为了应对这一挑战,并使建模人员能够从现有的工作中学习,我们对SIA的ABM形式化进行了评估,并在ABM中对SIA进行了系统的回顾。我们的结果显示了SIA(部分)的应用领域和形式化的多样性,而没有任何向默认形式化靠拢的实践。模型的范围从简单到(认知)丰富,在传统的意见动态中有一组抽象模型,使用SIA来指定基于群体的社会影响。我们还发现了一些包含上下文行为的复杂认知SIA形式化。当考虑到SIA在模型中的功能时,代表集体、建模基于群体的社会影响和解开语境行为都很突出。我们的回顾也是对在ABMs中使用一个非常有前途的社会心理学理论所带来的形式化挑战的盘点,揭示了对特定领域理论的参考仍然模糊的趋势。
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引用次数: 5
Corrigendum to 'Arguments as Drivers of Issue Polarisation in Debates Among Artificial Agents', Journal of Artificial Societies and Social Simulation, 25 (1) 4, 2022 “作为人工智能体辩论中问题两极分化驱动因素的争论”的勘误表,《人工社会与社会模拟杂志》,25 (1)4,2022
IF 4.2 3区 工程技术 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.18564/jasss.5068
Felix Kopecky
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引用次数: 0
Learning Interpretable Logic for Agent-Based Models from Domain Independent Primitives 从领域独立原语学习基于agent的模型的可解释逻辑
IF 4.2 3区 工程技术 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.18564/jasss.5087
Rory Greig, Chris Major, Michalina Pacholska, S. Bending, Jordi Arranz
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引用次数: 0
Imitation model of the labour market behaviour of graduates of secondary vocational education institutions 中等职业教育院校毕业生劳动力市场行为的模仿模型
IF 4.2 3区 工程技术 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.18254/s207751800025572-8
A. Gaisina
The structure of the needs of enterprises for workers is undergoing changes, and the system professional education must adapt as quickly as possible to the new realities of the labor market. For a prompt response to current personnel requests, imitation model of the behavior of graduates in the labor market is proposed, taking into account the direction of training (DT) of system professional education, the need for workers by the type of economic activity (TEA), presented in the form of a matrix of professional and qualification compliance with TEA-DT and a sociological survey graduates. The imitation model is based on an agent - oriented approach, where agents are graduates of colleges, enterprises, enlarged by the type of economic activity and authorities, given exogenously. The software implementation makes it possible to imitate the real processes of employment of college graduates, taking into account vacancies in the type of economic activity and direction of training. The use of the simulation model will allow to regulate the emerging imbalance between the offers of the secondary schools and the needs of enterprises.
企业对工人的需求结构正在发生变化,专业教育制度必须尽快适应劳动力市场的新现实。为了及时响应当前的人才需求,提出了毕业生在劳动力市场中的行为模仿模型,考虑到系统专业教育的培训方向(DT),按经济活动类型对工人的需求(TEA),以专业和资格遵守TEA-DT矩阵的形式呈现,并对毕业生进行社会学调查。模仿模型是基于面向代理人的方法,代理人是外生给定的高校毕业生、企业、被经济活动类型放大的企业和权威。该软件的实现使模拟大学毕业生的真实就业过程成为可能,同时考虑到经济活动类型和培训方向的空缺。利用模拟模型,可以调节中学提供的就业机会与企业需求之间出现的不平衡。
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引用次数: 0
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Jasss-The Journal of Artificial Societies and Social Simulation
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