Causal models for specifying requirements in industrial ML-based software: A case study

•Based on the results of a series of workshops with industrial practitioners, this study proposes the use of causal models as a supplement to natural language requirements for specifying software with ML components.•The paper provides a demonstration of a proposed causality-driven development concep...

Full description

Saved in:

Bibliographic Details
Published in:	The Journal of systems and software Vol. 232; p. 112691
Main Authors:	Heyn, Hans-Martin, Mao, Yufei, Weiß, Roland, Knauss, Eric
Format:	Journal Article
Language:	English
Published:	Elsevier Inc 01.02.2026
Subjects:	Anomaly detection Artificial Intelligence Artificiell intelligens Causal analysis Causality Elkraftsystem och -komponenter Industrial systems Machine learning Networked, Parallel and Distributed Computing Nätverks-, parallell- och distribuerad beräkning Power Systems and Components Programvaruteknik Requirement engineering Software Engineering Systems engineering Industrial systems Causal analysis Requirement engineering Systems engineering Machine learning Causality Anomaly detection
ISSN:	0164-1212
Online Access:	Get full text
Tags:	Add Tag No Tags, Be the first to tag this record!

Be the first to leave a comment!