Author

Julien Aligon

Centre National de la Recherche ScientifiqueORCID 0000-0002-1954-8733Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Bioinformatics· 1 Systems Biology· 1

Signature Assays, Organisms & Methods

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Approach:statistical model· 2 Research Focus:benchmarking· 1

Frequent Co-Authors

Cyrille DelpierreiD· 2 shared Emmanuel DoumardiD· 2 shared Louis CasteillaiD· 2 shared Paul MonsarratiD· 2 shared Chantal Soulé-Dupuy· 1 shared Félix Furger· 1 shared Haomiao Wang· 1 shared Julien May· 1 shared

Activity by Year

2025-2025 · peak 2/yr

Co-Author Collaboration Network

10 top collaborators · 37 mutual co-author links

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2 shared papersSystems Biology

Cyrille DelpierreORCID

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2 papers

Recent·Most cited

Systems BiologyPLOS complex systems.Peer-reviewedSep 4, 2025

A Single-Graph Visualization to Reveal Hidden Explainability Patterns of SHAP Feature Interactions in Machine Learning for Biomedical Issues

Félix Furger, Julien Aligon, Miguel Thomas…·Paul Monsarrat

The paper introduces a visualization method to analyze SHAP feature interactions in ML models for biomedical applications, revealing hidden patterns of explainability.

4 citations

statistical model

BioinformaticsbioRxivPreprintApr 6, 2025

Discernibility in explanations: an approach to designing more acceptable and meaningful machine learning models for medicine

Haomiao Wang, Julien Aligon, Julien May…·Paul Monsarrat

This paper introduces discernibility as a metric to evaluate the clarity of explanations in machine learning models for medicine, finding that the dcor metric best captures user-perceived relationships between data and explanations.

DOI 10.1101/2025.04.06.647498

statistical modelbenchmarking