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

Philosophy of Science 85 (5):832-844 (2018)
  Copy   BIBTEX

Abstract

Modularity is a key concept in building and evaluating complex simulation models. My main claim is that in simulation modeling modularity degenerates for systematic methodological reasons. Consequently, it is hard, if not impossible, to accessing how representational structure and dynamical properties of a model are related. The resulting problem for validating models is one of holism. 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 corrode modularity. As a result, the common account of validating simulations faces a major problem and testing the dynamical behavior of simulation models becomes all the more important. Finally, I will ask in what circumstances this might be sufficient for model validation.

Links

PhilArchive



    Upload a copy of this work     Papers currently archived: 91,386

External links

Setup an account with your affiliations in order to access resources via your University's proxy server

Through your library

Similar books and articles

Two views of emotional perception.Andrew Sneddon - 2008 - In Luc Faucher & Christine Tappolet (eds.), The modularity of emotions. Calgary, Alta., Canada: University of Calgary Press.
Assembling the emotions.Vincent Bergeron & Mohan Matthen - 2008 - In Luc Faucher & Christine Tappolet (eds.), The modularity of emotions. Calgary, Alta., Canada: University of Calgary Press. pp. 185-212.
Validation and Verification in Social Simulation: Patterns and Clarification of Terminology.Nuno David - 2009 - Epistemological Aspects of Computer Simulation in the Social Sciences, EPOS 2006, Revised Selected and Invited Papers, Lecture Notes in Artificial Intelligence, Squazzoni, Flaminio (Ed.) 5466:117-129.
Moderately massive modularity.Peter Carruthers - 2003 - In Anthony O'Hear (ed.), Royal Institute of Philosophy Supplement. Cambridge University Press. pp. 67-89.
Diversity and Unity of Modularity.Bongrae Seok - 2006 - Cognitive Science 30 (2):347-380.

Analytics

Added to PP
2018-07-18

Downloads
33 (#473,861)

6 months
10 (#255,509)

Historical graph of downloads
How can I increase my downloads?

Author's Profile

Johannes Lenhard
RPTU, Kaiserslautern

Citations of this work

Big data and prediction: Four case studies.Robert Northcott - 2020 - Studies in History and Philosophy of Science Part A 81:96-104.
Climate Models: How to Assess Their Reliability.Martin Carrier & Johannes Lenhard - 2019 - International Studies in the Philosophy of Science 32 (2):81-100.

Add more citations

References found in this work

Holism, entrenchment, and the future of climate model pluralism.Johannes Lenhard & Eric Winsberg - 2010 - Studies in History and Philosophy of Science Part B: Studies in History and Philosophy of Modern Physics 41 (3):253-262.
Values and uncertainties in climate prediction, revisited.Wendy Parker - 2014 - Studies in History and Philosophy of Science Part A 46:24-30.

View all 10 references / Add more references