基于agent的协同工作建模

S. Gorokhovskyi, Oleksandra Radziievska
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引用次数: 0

摘要

在现代世界,仅仅创造一种能发挥其功能的产品已经不够了,它应该比成千上万的竞争对手表现得更好。然而,问题是人类的智力是有限的,许多复杂的任务超出了一个人的能力。提高我们智力水平的自然方式是建立团队,分享我们的经验、知识和世界观,以创造超越个人能力的东西。因此,根据最近的一项排名,协作技能被认为是21世纪最重要的技能,这并不奇怪[2]。为了应对所有挑战,创造高质量的产品,应该有一个团队,成员是沟通、讨论、解决问题和批判性思维的专家。此外,有效地管理团队也很重要。要做到这一点,有必要更多地了解团队内部发生的社会过程。基于代理的建模是获得此类见解的有效工具。基于代理的建模是模拟不同过程(包括社会过程)的强大工具。这项技术是在人工智能、社会学、博弈论等许多其他领域的影响下形成的。在本文中,一个在“荒野生存:寻求共识的任务”框架中模拟人类互动的模型被用来展示基于主体的建模的核心原则。agent小组自行完成一个测试,然后讨论他们的答案,达成共识,获得最好的分数。它将分析哪些人类性格特征对成功的协作工作更重要。一些团队成员对团队成功不感兴趣的情况将被确定。此外,还提供了一个用户界面来运行自定义实验,以便更好地了解特定的角色特征如何影响团队结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Agent-Based Modeling of Collaborative Work
In the modern world, it is no longer enough to simply create a product that performs its function, but it should perform it better than thousands of competitors. However, the problem is that human intellectual abilities are limited and many complex tasks are beyond the capabilities of a single person. The natural way of raising our intellectual level is to build teams to share our experience, knowledge, and worldview to create something beyond the capacity of the individual.Thus it is not surprising that according to a recent ranking, collaborative skills are considered most essential in the 21st century [2]. To cope with all challenges and create high-quality products, there should be a team whose members are experts in communication, discussion, problem-solving, and critical thinking. In addition, it is important to manage the team effectively. To do so, it is necessary to know more about the social processes which take place inside a team. Agent-based modeling can be an effective tool to gain such insights.Agent-based modeling is a powerful instrument for simulating different processes, including social ones. This technology was formed under the influence of many other fields such as artificial intelligence, sociology, game theory, and so on.In this article, a model which simulates human interaction in the framework of «Wilderness Survival: A Consensus-Seeking Task» is used to demonstrate the core principle of agent-based modeling. The group of agents complete a test by themselves and afterwards discuss their answers to reach a consensus and achieve the best score.It will be analyzed which human character traits are more important for successful collaborative work. Situations in which some team members are not interested in the team success will be identified. Also, a user interface is provided to enable running custom experiments to better understand how specific character traits impact the team results.
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