arXiv Open Access 2013

From Ordinary Differential Equations to Structural Causal Models: the deterministic case

Joris M. Mooij Dominik Janzing Bernhard Schölkopf

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Abstrak

We show how, and under which conditions, the equilibrium states of a first-order Ordinary Differential Equation (ODE) system can be described with a deterministic Structural Causal Model (SCM). Our exposition sheds more light on the concept of causality as expressed within the framework of Structural Causal Models, especially for cyclic models.

Topik & Kata Kunci

stat.OT cs.AI

Penulis (3)

Joris M. Mooij

Dominik Janzing

Bernhard Schölkopf

Format Sitasi

APA MLA BibTeX

Mooij, J.M., Janzing, D., Schölkopf, B. (2013). From Ordinary Differential Equations to Structural Causal Models: the deterministic case. https://arxiv.org/abs/1304.7920

Akses Cepat

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Informasi Jurnal

Tahun Terbit: 2013
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓