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An agent operationalization approach for context specific agent-based modeling

机译:用于特定于上下文的基于代理的建模的代理操作方法

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摘要

The potential of agent-based modeling (ABM) has been demonstrated in various research fields. However, three major concerns limit the full exploitation of ABM; (i) agents are too simple and behave unrealistically without any empirical basis, (ii) 'proof of concept' applications are too theoretical and (iii) too much value placed on operational validity instead of conceptual validity. This paper presents an operationalization approach to determine the key system agents, their interaction, decision-making and behavior for context specific ABM, thus addressing the above-mentioned shortcomings. The approach is embedded in the framework of Giddens' structuration theory and the structural agent analysis (SAA). The agents' individual decision-making (i.e. reflected decisions) is operationalized by adapting the analytical hierarchy process (AHP). The approach is supported by empirical system knowledge, allowing us to test empirically the presumed decision-making and behavioral assumptions. The output is an array of sample agents with realistic (i.e. empirically quantified) decision-making and behavior. Results from a Swiss mineral construction material case study illustrate the information which can be derived by applying the proposed approach and demonstrate its practicability for context specific agent-based model development.
机译:基于代理的建模(ABM)的潜力已在各个研究领域得到证明。但是,三个主要问题限制了对ABM的充分利用。 (i)代理人太简单,没有任何经验依据就不切实际地行事;(ii)“概念证明”的应用过于理论化;(iii)在操作有效性而不是概念有效性上的价值过高。本文提出了一种操作方法,用于确定针对特定上下文的ABM的关键系统代理,它们的交互,决策和行为,从而解决了上述缺点。该方法被嵌入在吉登斯的结构化理论和结构代理分析(SAA)的框架中。代理人的个人决策(即反映出来的决策)通过调整分析层次过程(AHP)进行操作。该方法得到了经验系统知识的支持,使我们能够对假设的决策和行为假设进行经验检验。输出是具有实际(即经验上量化)决策和行为的样本代理的数组。瑞士矿物建筑材料案例研究的结果说明了可以通过应用建议的方法获得的信息,并证明了其在基于特定上下文的基于主体的模型开发中的实用性。

著录项

  • 作者

    Knoeri C; Binder CR; Althaus H;

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  • 年度 2011
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  • 原文格式 PDF
  • 正文语种 {"code":"en","name":"English","id":9}
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