Causal Discovery from Interval-Based Event Sequences

Lénaïg Cornanguer; Joscha Cüppers; Jilles Vreeken

AAAI 2026technical0 citations

Causal Discovery from Interval-Based Event Sequences

Lénaïg Cornanguer, Joscha Cüppers, Jilles Vreeken

Abstract

In this paper we address the problem of discovering causal relationships from observational event sequence data. Existing methods typically assume that events are instantaneous point events, however in many real-world settings, events have duration. For example, in healthcare, a patient

BibTeX

@inproceedings{aaai2026_causaldiscoveryf,
  title = {Causal Discovery from Interval-Based Event Sequences},
  author = {Lénaïg Cornanguer and Joscha Cüppers and Jilles Vreeken},
  booktitle = {AAAI 2026},
  year = {2026}
}