Addressing equifinality in agent-based modeling: a sequential parameter space search method based on sensitivity analysis

IF 4.3 1区 地球科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS International Journal of Geographical Information Science Pub Date : 2024-04-01 DOI:10.1080/13658816.2024.2331536
Moongi Choi, Andrew Crooks, Neng Wan, Simon Brewer, Thomas J. Cova, Alexander Hohl
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Abstract

This study addresses the challenge of equifinality in agent-based modeling (ABM) by introducing a novel sequential calibration approach. Equifinality arises when multiple models equally fit observe...
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解决基于代理的建模中的等效性问题:基于敏感性分析的顺序参数空间搜索法
本研究通过引入一种新颖的顺序校准方法,解决了基于代理的建模(ABM)中的等效性难题。当多个模型同样适合观察结果时,就会出现等效性。
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来源期刊
CiteScore
11.00
自引率
7.00%
发文量
81
审稿时长
9 months
期刊介绍: International Journal of Geographical Information Science provides a forum for the exchange of original ideas, approaches, methods and experiences in the rapidly growing field of geographical information science (GIScience). It is intended to interest those who research fundamental and computational issues of geographic information, as well as issues related to the design, implementation and use of geographical information for monitoring, prediction and decision making. Published research covers innovations in GIScience and novel applications of GIScience in natural resources, social systems and the built environment, as well as relevant developments in computer science, cartography, surveying, geography and engineering in both developed and developing countries.
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