Holism, or the Erosion of Modularity: A Methodological Challenge for Validation

Author:

Lenhard Johannes

Abstract

AbstractModularity is a key concept in building and evaluating complex simulation models. My main claim is that in simulation modeling modularity tends to degenerate for reasons inherent to simulation methodology. The argument will proceed by analyzing the techniques of parameterization, tuning, and kludging. They are—to a certain extent—inevitable when building complex simulation models but erode modularity. As a result, the common account of validating simulations faces a major problem, namely, a problem of holism. In the conclusion, I will ask to what extent holism sets limits to validation.

Publisher

Cambridge University Press (CUP)

Subject

History and Philosophy of Science,Philosophy,History

Reference26 articles.

1. Boon and Bane: On the Role of Adjustable Parameters in Simulation Models

2. Hierarchy and History in Simon’s ‘Architecture of Complexity.’;Agre;Journal of the Learning Sciences,2003

3. Re-Engineering Philosophy for Limited Beings

4. Science in the Age of Computer Simulation

Cited by 8 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. European standardization efforts from FAIR toward explainable-AI-ready data documentation in materials modelling;2023 3rd International Conference on Applied Artificial Intelligence (ICAPAI);2023-05-02

2. Traveling with TARDIS. Parameterization and transferability in molecular modeling and simulation;Synthese;2023-03-29

3. Big data and prediction: Four case studies;Studies in History and Philosophy of Science Part A;2020-06

4. Philosophical Perspectives on Earth System Modeling: Truth, Adequacy, and Understanding;Journal of Advances in Modeling Earth Systems;2020-01

5. Climate Models: How to Assess Their Reliability;International Studies in the Philosophy of Science;2019-04-03

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3