EBPVis:虚拟实验环境中经济行为模式的可视化分析

IF 2.7 4区 计算机科学 Q2 COMPUTER SCIENCE, SOFTWARE ENGINEERING Computer Graphics Forum Pub Date : 2024-09-13 DOI:10.1111/cgf.15200
Yuhua Liu, Yuming Ma, Qing Shi, Jin Wen, Wanjun Zheng, Xuanwu Yue, Hang Ye, Wei Chen, Yuwei Meng, Zhiguang Zhou
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引用次数: 0

摘要

实验经济学是经济学的一个重要分支,用于在受控实验室环境或实地研究人类行为。实验经济学通过科学实验来收集人们在特定情况下做出的决策,并验证经济理论。在虚拟实验环境中,决策和结果是一对重要的变量,会随着参与者的主观因素和客观环境的变化而变化,因此要捕捉人类行为模式并建立相关关系以验证经济理论是一项艰巨的任务。在本文中,我们提出了一个可视化分析系统 EBPVis,它能让经济学家直观地探索人类行为模式,并忠实地验证经济理论,例如贫困的恶性循环和贫困陷阱。我们利用 Doc2Vec 模型将参与者的经济行为根据其顺序决策转化为矢量化空间,在该空间中,频繁序列可以很容易地被感知和提取,以代表人类行为模式。为了探索决策与结果之间的相关性,我们设计了一个结果视图来显示行为模式的结果变量。我们还提供了 "比较视图",通过揭示决策组合和时变利润方面的差异,支持对多种行为模式进行有效比较。此外,我们还设计了一个 "个人视图",用于显示受试者的结果积累和行为模式。基于真实世界数据集的案例研究、专家反馈和用户研究证明了 EBPVis 在表示经济行为模式和认证经济理论方面的有效性和实用性。
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EBPVis: Visual Analytics of Economic Behavior Patterns in a Virtual Experimental Environment

Experimental economics is an important branch of economics to study human behaviours in a controlled laboratory setting or out in the field. Scientific experiments are conducted in experimental economics to collect what decisions people make in specific circumstances and verify economic theories. As a significant couple of variables in the virtual experimental environment, decisions and outcomes change with the subjective factors of participants and objective circumstances, making it a difficult task to capture human behaviour patterns and establish correlations to verify economic theories. In this paper, we present a visual analytics system, EBPVis, which enables economists to visually explore human behaviour patterns and faithfully verify economic theories, e.g. the vicious cycle of poverty and poverty trap. We utilize a Doc2Vec model to transform the economic behaviours of participants into a vectorized space according to their sequential decisions, where frequent sequences can be easily perceived and extracted to represent human behaviour patterns. To explore the correlation between decisions and outcomes, an Outcome View is designed to display the outcome variables for behaviour patterns. We also provide a Comparison View to support an efficient comparison between multiple behaviour patterns by revealing their differences in terms of decision combinations and time-varying profits. Moreover, an Individual View is designed to illustrate the outcome accumulation and behaviour patterns of subjects. Case studies, expert feedback and user studies based on a real-world dataset have demonstrated the effectiveness and practicability of EBPVis in the representation of economic behaviour patterns and certification of economic theories.

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来源期刊
Computer Graphics Forum
Computer Graphics Forum 工程技术-计算机:软件工程
CiteScore
5.80
自引率
12.00%
发文量
175
审稿时长
3-6 weeks
期刊介绍: Computer Graphics Forum is the official journal of Eurographics, published in cooperation with Wiley-Blackwell, and is a unique, international source of information for computer graphics professionals interested in graphics developments worldwide. It is now one of the leading journals for researchers, developers and users of computer graphics in both commercial and academic environments. The journal reports on the latest developments in the field throughout the world and covers all aspects of the theory, practice and application of computer graphics.
期刊最新文献
Issue Information Hierarchical Spherical Cross-Parameterization for Deforming Characters Deep SVBRDF Acquisition and Modelling: A Survey EBPVis: Visual Analytics of Economic Behavior Patterns in a Virtual Experimental Environment Mix-Max: A Content-Aware Operator for Real-Time Texture Transitions
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