The PC Algorithm and the Inference to Constitution
Bibliographic Data
| ID | 8396252 |
|---|---|
| Authors | Lorenzo Casini (0000-0003-3075-8501, University of Geneva, corresponding author), Michael Baumgartner (0000-0003-1536-2816, University of Bergen) |
| Year | 2023 |
| Volume | 74 |
| Issue | 2 |
| Pages | 405-429 |
| Publication date | 2023-06-01 |
| Open Access | No |
| Type | ARTICLE |
| Venue | The British Journal for the Philosophy of Science (JOURNAL) |
| Journal identifiers | ISSN: 0007-0882 • E-ISSN: 1464-3537 |
| Publisher | University of Chicago Press (PUBLISHER • US) |
| DOI | 10.1086/714820 |
| OpenAlex | W3046410230 |
| Language | EN |
| Citations received | 2 |
| References cited | 21 |
Gebharter has proposed using one of the best known Bayesian network causal discovery algorithms, PC, to identify the constitutive dependencies underwriting mechanistic explanations. His proposal assumes that mechanistic constitution behaves like deterministic direct causation, such that PC is directly applicable to mixed variable sets featuring both causal and constitutive dependencies. Gebharter claims that such mixed sets, under certain restrictions, comply with PC’s background assumptions. The aim of this article is to show that Gebharter’s proposal incurs severe problems, ultimately rooted in the widespread non-compliance of mechanistic systems with PC’s assumptions. This casts severe doubts on the attempt to implicitly define constitution as a form of deterministic direct causation complying with PC’s assumptions
Algorithm · Constitution · Epistemology · Inference · Political science · AI-based Problem Solving and Planning · Artificial Intelligence · Computability, Logic, AI Algorithms · Computer Science · Evolutionary Algorithms and Applications · Law · Philosophy
Explaining the Brain
Causality
Causation, Prediction, and Search
Re-Engineering Philosophy for Limited Beings
Mechanisms and the nature of causation
Learning Bayesian Networks with the bnlearn R Package
Explanation
Mechanisms and constitutive relevance
No Levels, No Problems
Thinking about Mechanisms
Rethinking Mechanistic Explanation
An Abductive Theory of Constitution
Causal Exclusion and Causal Bayes Nets
Causation
| Citations per year | 1 |
|---|---|
| Citation span | 2024 - 2025 (2) |
| Highly cited | No |