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Non-parametric Conditional Independence Testing for Mixed Continuous-Categorical Variables: A Novel Method and Numerical Evaluation

Popescu, Oana and Gerhardus, Andreas and Rabel, Martin and Runge, Jakob (2025) Non-parametric Conditional Independence Testing for Mixed Continuous-Categorical Variables: A Novel Method and Numerical Evaluation. In: 4th Conference on Causal Learning and Reasoning, CLeaR 2025, 275, pp. 406-450. Proceedings of Machine Learning Research. CLeaR (Causal Learning and Reasoning) 2025, 2025-05-07 - 2025-05-09, Lausanne, Schweiz. ISSN 2640-3498.

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Official URL: https://proceedings.mlr.press/v275/popescu25a.html


Item URL in elib:https://elib.dlr.de/220071/
Document Type:Conference or Workshop Item (Poster)
Title:Non-parametric Conditional Independence Testing for Mixed Continuous-Categorical Variables: A Novel Method and Numerical Evaluation
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Popescu, Oanaoana-iulia.popescu (at) dlr.deUNSPECIFIEDUNSPECIFIED
Gerhardus, AndreasAndreas.Gerhardus (at) dlr.deUNSPECIFIEDUNSPECIFIED
Rabel, Martinmartin.rabel (at) dlr.deUNSPECIFIEDUNSPECIFIED
Runge, JakobJakob.Runge (at) dlr.deUNSPECIFIEDUNSPECIFIED
Date:May 2025
Journal or Publication Title:4th Conference on Causal Learning and Reasoning, CLeaR 2025
Refereed publication:Yes
Open Access:No
Gold Open Access:No
In SCOPUS:Yes
In ISI Web of Science:No
Volume:275
Page Range:pp. 406-450
Editors:
EditorsEmailEditor's ORCID iDORCID Put Code
Huang, BiweiUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Drton, MathiasUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Publisher:Proceedings of Machine Learning Research
Series Name:Proceedings of Machine Learning Research
ISSN:2640-3498
Status:Published
Keywords:conditional independence testing, conditional mutual information, mixed-type data
Event Title:CLeaR (Causal Learning and Reasoning) 2025
Event Location:Lausanne, Schweiz
Event Type:international Conference
Event Start Date:7 May 2025
Event End Date:9 May 2025
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Space
HGF - Program Themes:other
DLR - Research area:Raumfahrt
DLR - Program:R - no assignment
DLR - Research theme (Project):R - no assignment, D - CausalAnomalies
Location: Jena
Institutes and Institutions:Institute of Data Science > Data Analysis and Intelligence
Deposited By: Gerhardus, Andreas
Deposited On:05 Dec 2025 14:21
Last Modified:13 Mar 2026 13:46

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