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A constructive approach to the epistemological problem of emergence in complex systems

机译:复杂系统中出现的认识论问题的建设性方法

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摘要

Emergent patterns in complex systems are related with many intriguing phenomena in modern science. One question that has sparked vigorous debates is if difficulties in the modelization of emergent behaviours are a consequence of ontological or epistemological limitations. To elucidate this question, we propose a novel approximation through constructive logic. Under this framework, experimental measurements will be considered conceptual building blocks from which we aim to achieve a description of the microstates ensemble mapping the macroscopic emergent observation. This procedure allow us to have full control of any information loss, thus making the analysis of different systems fairly comparable. In particular, we aim to look for compact descriptions of the constraints underlying a dynamical system, as a necessary a priori step to develop explanatory (mechanistic) models. We apply our proposal to a synthetic system to show that the number and scope of the system’s constraints hinder our ability to build compact descriptions, being those systems under global constraints a limiting case in which such a description is unreachable. This result clearly links the epistemological limits of the framework selected with an ontological feature of the system, leading us to propose a definition of emergence strength which we make compatible with the scientific method through the active intervention of the observer on the system, following the spirit of Granger causality. We think that our approximation clarifies previous discrepancies found in the literature, reconciles distinct attempts to classify emergent processes, and paves the way to understand other challenging concepts such as downward causation.
机译:复杂系统中的新兴模式与现代科学中许多有趣的现象有关。引发激烈争论的一个问题是,新兴行为建模的困难是否是本体论或认识论局限性的结果。为了阐明这个问题,我们通过构造逻辑提出了一种新颖的近似方法。在此框架下,实验测量将被视为概念性构建块,我们旨在从这些概念构建块中描述宏观状态观测到的微状态集合。此过程使我们可以完全控制任何信息丢失,从而使不同系统的分析相当可比。特别是,我们旨在寻找对动力学系统基础约束的紧凑描述,这是开发解释性(机械)模型的必要先验步骤。我们将建议应用于综合系统,以显示该系统约束的数量和范围会阻碍我们构建紧凑描述的能力,因为在全局约束下的那些系统是无法获得此类描述的限制情况。该结果清楚地将所选框架的认识论范围与系统的本体论特征联系在一起,从而使我们提出了一种出现强度的定义,通过遵循观察者的精神,观察者对该系统的积极干预,使之与科学方法相兼容。格兰杰因果关系。我们认为我们的近似值可以澄清文献中发现的先前差异,调和对新兴过程进行分类的独特尝试,并为理解其他具有挑战性的概念(例如向下因果关系)铺平道路。

著录项

  • 期刊名称 PLoS Clinical Trials
  • 作者

    Alberto Pascual-García;

  • 作者单位
  • 年(卷),期 2012(13),10
  • 年度 2012
  • 页码 e0206489
  • 总页数 31
  • 原文格式 PDF
  • 正文语种
  • 中图分类
  • 关键词

  • 入库时间 2022-08-17 12:36:13

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