Agent-Based Models as Etio-Prognostic Explanations

Argumenta 7 (1):19-38 (2021)
  Copy   BIBTEX

Abstract

Agent-based models (ABMs) are one type of simulation model used in the context of the COVID-19 pandemic. In contrast to equation-based models, ABMs are algorithms that use individual agents and attribute changing characteristics to each one, multiple times during multiple iterations over time. This paper focuses on three philosophical aspects of ABMs as models of causal mechanisms, as generators of emergent phenomena, and as providers of explanation. Based on my discussion, I conclude that while ABMs cannot help much with causal inference, they can be viewed as etio-prognostic explanations of illness occurrence and outcome.

Other Versions

No versions found

Links

PhilArchive

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

Exploring Scientific Inquiry via Agent-Based Modelling.Dunja Šešelja - 2021 - Perspectives on Science 29 (4):537-557.
On the Exploratory Function of Agent-Based Modeling.Meinard Kuhlmann - 2021 - Perspectives on Science 29 (4):510-536.
Argumentative Agent-Based Models.Louise Dupuis de Tarlé, Matteo Michelini, Dunja Šešelja & Christian Straßer - 2025 - Journal of Applied Logics – IfCoLog Journal of Logics and Their Applications 12 (3):489-547.
Generative Explanation and Individualism in Agent-Based Simulation.Julie Zahle - 2013 - Philosophy of the Social Sciences 43 (3):323-340.

Analytics

Added to PP
2021-12-20

Downloads
714 (#81,458)

6 months
156 (#85,158)

Historical graph of downloads
How can I increase my downloads?

Citations of this work

Explanation in Public Health.Olaf Dammann - 2018 - In Sridhar Venkatapuram & Alex Broadbent, Routledge Handbook of the Philosophy of Public Health. Routledge.

Add more citations

References found in this work

Thinking about mechanisms.Peter Machamer, Lindley Darden & Carl F. Craver - 2000 - Philosophy of Science 67 (1):1-25.
Mechanism and Biological Explanation.William Bechtel - 2011 - Philosophy of Science 78 (4):533-557.
Scientific explanation.James Woodward - 1979 - British Journal for the Philosophy of Science 30 (1):41-67.
Are RCTs the gold standard?Nancy Cartwright - 2007 - Biosocieties 2 (1):11-20.
Why There’s No Cause to Randomize.John Worrall - 2007 - British Journal for the Philosophy of Science 58 (3):451-488.

View all 14 references / Add more references