The prediction of exit choice using cumulative prospect value

IF 3.7 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH
Dongli Gao , Wei Xie , Ruifeng Cao , Eric Wai Ming Lee , Richard Kwok Kit Yuen , Jingwen Weng
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引用次数: 1

Abstract

Exit choice is essential for pedestrian safety and evacuation efficiency during the context of an emergency. Cumulative prospect theory is a widespread realistic decision-making theory that can transform choice outcomes and probabilities into subjective terms and integrate them as a parameter of cumulative prospect value (CPV), which determines the decision. The main contribution of this paper is the use of the CPV to predict exit choice. Furthermore, the different decision-making rules including Max, exponential(Expo), and Ratio (i.e., the three variable choice functions) were summarized and examined. This study used a confusion matrix to compare the predicted results with experimental data. Consequently, the parameters of Accuracy and F1-score showed that the predictions from Max and Expo were significantly more realistic while the results from Ratio were much more robust.

利用累积前景值预测退出选择
在紧急情况下,选择出口对行人安全和疏散效率至关重要。累积前景理论是一种广泛应用的现实决策理论,它可以将选择结果和概率转化为主观术语,并将其整合为累积前景值(CPV)的参数,从而决定决策。本文的主要贡献是使用CPV来预测退出选择。此外,总结并检验了包括Max、指数(Expo)和Ratio(即三变量选择函数)在内的不同决策规则。本研究使用混淆矩阵将预测结果与实验数据进行比较。因此,Accuracy和F1分数的参数表明,Max和Expo的预测明显更真实,而Ratio的结果则更稳健。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
安全科学与韧性(英文)
安全科学与韧性(英文) Management Science and Operations Research, Safety, Risk, Reliability and Quality, Safety Research
CiteScore
8.70
自引率
0.00%
发文量
0
审稿时长
72 days
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