关于Antosz等人的评论. (2023):宏观-微观-宏观框架和批判现实主义在基于代理的建模中的作用
Robin C Purshouse1, Charlotte Buckley1, Alan Brennan2
1Department of Automatic Control and Systems Engineering, University of Sheffield, UK.
概括
基于代理的建模 (ABM) 可以通过采用批判现实主义的视角来改进. 这种方法支持宏观-微观-宏观框架,在复杂的系统模拟中增强理论依赖.
科学领域:
- 复杂系统科学 复杂系统科学
- 计算社会科学 计算社会科学
- 科学哲学的科学哲学
背景情况:
- 基于代理的建模 (ABM) 是一种用于模拟复杂系统的计算工具.
- 最近的一项审查强调了理论在ABM设计中的重要性.
- 现有的框架可能会过度强调对先前存在的理论的依赖.
研究的目的:
- 批判性地评估理论在基于代理的建模中的作用.
- 为ABM设计提出一个替代的视角,增强理论整合.
- 在批判现实主义本体学中探索宏观-微观-宏观框架的实用性.
主要方法:
- 对ABM实践的哲学分析.
- 批判现实主义与ABM的概念整合.
- 通过批判的现实主义镜头检查宏观-微观-宏观框架.
主要成果:
- 由Antosz等人进行的审查. 为ABM从业者提供了有价值的建议.
- 宏观-微观-宏观框架并不本质上依赖于现有理论,在建议的范围内.
- 批判性的现实主义观点为ABM设计提供了坚实的基础.
结论:
- 采用批判现实主义的本体学可以促进ABM建议的实施.
- 宏观 - 微观 - 宏观框架可以有效地作为在关键现实主义ABM方法中的支持结构.
- 这种观点使理论基础的需要与ABM的产生潜力相协调.
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