Publications de Julien ALIGON
Haomiao Wang, Emmanuel Doumard, Chantal Soulé-Dupuy, Philippe Kemoun, Julien Aligon, Paul Monsarrat
Explanations as a New Metric for Feature Selection: A Systematic Approach
IEEE Journal of Biomedical and Health Informatics, 2023, 27 (8), pp.4131-4142. ⟨10.1109/JBHI.2023.3279340⟩
David Bernard, Emmanuel Doumard, Isabelle Ader, Philippe Kemoun, Jean‐christophe Pagès, Anne Galinier, Sylvain Cussat-Blanc, Felix Furger, Luigi Ferrucci, Julien Aligon, Cyrille Delpierre, Luc Pénicaud, Paul Monsarrat, Louis Casteilla
Explainable machine learning framework to predict personalized physiological aging
Aging Cell, 2023, 22 (8), pp.e13872. ⟨10.1111/acel.13872⟩
Emmanuel Doumard, Julien Aligon, Elodie Escriva, Jean-Baptiste Excoffier, Paul Monsarrat, Chantal Soulé-Dupuy
A quantitative approach for the comparison of additive local explanation methods
Information Systems, 2023, 114 (Special issue on DOLAP 2022: Design, Optimization, Languages and Analytical Processing of Big Data), pp.102162. ⟨10.1016/j.is.2022.102162⟩
Paul Monsarrat, David Bernard, Mathieu Marty, Chiara Cecchin-Albertoni, Emmanuel Doumard, Laure Gez, Julien Aligon, Jean-Noël Vergnes, Louis Casteilla, Philippe Kemoun
Systemic Periodontal Risk Score Using an Innovative Machine Learning Strategy: An Observational Study
Journal of Personalized Medicine, 2022, 12 (2), pp.217. ⟨10.3390/jpm12020217⟩
Franck Boizard, Bénédicte Buffin-Meyer, Julien Aligon, Olivier Teste, Joost Schanstra, Julie Klein
PRYNT: a tool for prioritization of disease candidates from proteomics data using a combination of shortest-path and random walk algorithms
Scientific Reports, 2021, 11 (1), pp.Article number: 5764 (2021). ⟨10.1038/s41598-021-85135-3⟩
Gabriel Ferrettini, Elodie Escriva, Julien Aligon, Jean-Baptiste Excoffier, Chantal Soulé-Dupuy
Coalitional Strategies for Efficient Individual Prediction Explanation
Information Systems Frontiers, 2021, pp.1-31. ⟨10.1007/s10796-021-10141-9⟩
Krista Drushku, Julien Aligon, Nicolas Labroche, Patrick Marcel, Veronika Peralta
Interest-based recommendations for business intelligence users
Information Systems, 2019, 86, pp.79-93. ⟨10.1016/j.is.2018.08.004⟩
Hrachya V. Astsatryan, Hayk Grogoryan, Eliza Gyulgyulyan, Anush Hakobyan, Aram Kocharyan, Wahi Narsisian, Vladimir Sahakyan, Yuri Shoukourian, Rita Abrahamyan, Zarmandukht Petrosyan, Julien Aligon
Weather Data Visualization and Analytical Platform
Scalable Computing : Practice and Experience, 2018, Special Issue, 19 (2), pp.79-86. ⟨10.12694/scpe.v19i2.1351⟩
Yacine Mokhtari, Robin Cugny, Nabil El Malki, Julien Aligon, Max Chevalier, Olivier Teste
Vers un clustering interactif assisté par l’explicabilité
24ème conférence francophone sur l’Extraction et la Gestion des Connaissances (EGC 2024), Hocine Cherifi, Jan 2024, Dijon, France. pp.287-294
Elodie Escriva, Julien Aligon, Jean-Baptiste Excoffier, Paul Monsarrat, Chantal Soulé-Dupuy
How to make the most of local explanations: effective clustering based on influences
27th European Conference Advances in Databases and Information Systems (ADBIS 2023), Sep 2023, Barcelone, Spain. pp.146-160, ⟨10.1007/978-3-031-42914-9_11⟩
Elodie Escriva, Emmanuel Doumard, Jean-Baptiste Excoffier, Julien Aligon, Paul Monsarrat, Chantal Soulé-Dupuy
Data Exploration Based on Local Attribution Explanation: A Medical Use Case
27th European Conference Advances in Databases and Information Systems (ADBIS 2023), Sep 2023, Barcelone, Spain. pp.315-323, ⟨10.1007/978-3-031-42941-5_27⟩
Nicolas Labroche, Adam Przybyłek, Aleksandra Karpus, Allel Hadjali, Anton Dignös, Carmem S. Hara, Danae Pla Karidi, Ester Zumpano, Fabio Persia, Genoveva Vargas-Solar, George Papastefanatos, Giancarlo Sperlì, Giorgos Giannopoulos, Ivan Luković, Julien Aligon, Manolis Terrovitis, Marek Grzegorowski, Paul Monsarrat, Richard Chbeir, Sana Sellami, Seshu Tirupathi, Simona E. Rombo, Slavica Kordić, Sonja Ristić, Tommaso Di Di Noia, Torben Bach Pedersen, Vincenzo Moscato
Databases and Information Systems: Contributions from ADBIS 2023 Workshops and Doctoral Consortium
27th European Conference on Advances in Databases and Information Systems, UPC Barcelona, Sep 2023, Barcelona, Spain
Adam Przybyłek, Aleksandra Karpus, Allel Hadjali, Anton Dignös, Carmem Hara, Danae Pla Karidi, Ester Zumpano, Fabio Persia, Genoveva Vargas-Solar, George Papastefanatos, Giancarlo Sperlì, Giorgos Giannopoulos, Ivan Luković, Julien Aligon, Manolis Terrovitis, Marek Grzegorowski, Mariella Bonomo, Mirian Halfeld Ferrari, Nicolas Labroche, Paul Monsarrat, Richard Chbeir, Sana Sellami, Seshu Tirupathi, Simona Rombo, Slavica Kordić, Sonja Ristić, Tommaso Di Noia, Torben Bach Pedersen, Vincenzo Moscato
Databases and Information Systems: Contributions from ADBIS 2023 Workshops and Doctoral Consortium
27th European Conference on Advances in Databases and Information Systems (ADBIS 2023), Sep 2023, Barcelona, Spain. pp.293-311, ⟨10.1007/978-3-031-42941-5_26⟩
Robin Cugny, Julien Aligon, Max Chevalier, Geoffrey Roman Jimenez, Olivier Teste
AutoXAI: Un cadre pour sélectionner automatiquement la solution d’XAI la plus adaptée
Conférence Extraction et Gestion des Connaissances (EGC 2023), Jan 2023, Lyon, France. pp.491–498
Robin Cugny, Julien Aligon, Max Chevalier, Geoffrey Roman Jimenez, Olivier Teste
AutoXAI: A Framework to Automatically Select the Most Adapted XAI Solution
31st ACM International Conference on Information and Knowledge Management (CIKM 2022), Oct 2022, Atlanta GA, United States. pp.315-324, ⟨10.1145/3511808.3557247⟩
Jean-Baptiste Excoffier, Elodie Escriva, Julien Aligon, Matthieu Ortala
Local Explanation-Based Method for Healthcare Risk Stratification
Medical Informatics Europe 2022, May 2022, Nice, France. ⟨10.3233/shti220520⟩
Emmanuel Doumard, Julien Aligon, Elodie Escriva, Jean-Baptiste Excoffier, Paul Monsarrat, Chantal Soulé-Dupuy
A comparative study of additive local explanation methods based on feature influences
24th International Workshop on Design, Optimization, Languages and Analytical Processing of Big Data ((DOLAP 2022), Mar 2022, Edinburgh, United Kingdom. pp.31-40
Elodie Escriva, Gabriel Ferrettini, Julien Aligon, Jean-Baptiste Excoffier, Chantal Soulé-Dupuy
Stratégies coalitionnelles pour une explication efficace des prédictions individuelles
Conférence francophone sur l’Extraction et la Gestion des Connaissances (EGC 2022), Jan 2022, Blois, France. pp.395-402
Yan Zhao, Julien Aligon, Gabriel Ferrettini, Imen Megdiche, Franck Ravat, Chantal Soulé-Dupuy
Analysis-oriented Metadata for Data Lakes
25th International Database Engineering & Applications Symposium (IDEAS 2021), Jul 2021, Montreal, Canada
Gabriel Ferrettini, Julien Aligon, Chantal Soulé-Dupuy
Improving on coalitional prediction explanation
24th European Conference on Advances in Databases and Information Systems (ADBIS 2020), Aug 2020, Lyon, France. pp.122-135, ⟨10.1007/978-3-030-54832-2_11⟩
Gabriel Ferrettini, Julien Aligon, Chantal Soulé-Dupuy, William Raynaut
A framework for user assistance on predictive models
Joint Conference of the Information Retrieval Communities in Europe (CIRCLE 2020), Jul 2020, Samatan, Gers, France. pp.32
Gabriel Ferrettini, Julien Aligon, Chantal Soulé-Dupuy
Explaining single predictions : a faster method
International Conference on Current Trends in Theory and Practice of Computer Science (SOFSEM 2020), Jan 2020, Limassol, Cyprus. pp.313-324, ⟨10.1007/978-3-030-38919-2_26⟩
Eliza Gyulgyulyan, Julien Aligon, Franck Ravat, Hrachya Astsatryan
Data Quality Alerting Model for Big Data Analytics
International Workshop on Qualitative Aspects of User-Centered Analytics – European Conference on Advances in Databases and Information Systems (QAUCA@ADBIS 2019), Sep 2019, Bled, Slovenia. pp.489-500
Gabriel Ferrettini, Julien Aligon, Chantal Soulé-Dupuy
Un cadre d’aide à l’exploitation des résultats de prédictions, à destination d’experts de domaine
37eme Congres Informatique des Organisations et Systemes d’Information et de Decision (INFORSID 2019), Jun 2019, Paris, France. pp.206-220
Franck Boizard, Julie Klein, Bénédicte Buffin-Meyer, Julien Aligon, Joost Schanstra, Olivier Teste
Du protéome urinaire vers le protéome tissulaire rénal : analyse des réseaux d’interaction protéines-protéines (Genotoul Biostat Bioinfo day, Toulouse, 13/12/18)
Genotoul Biostat Bioinfo day 2018, Plateforme de Biostatistique- Génopole Toulouse Midi-Pyrénées, France, Dec 2018, Toulouse, France
Exploration de données et journalisme : vers la spécification de narrations journalistiques
Rencontre annuelle Masses de données, informations et connaissances en sciences (MaDICS) 2018. Big Data – Data Science, Groupement de recherche (GDR) MaDICS, Nov 2018, Strasbourg, France
William Raynaut, Julien Aligon, Philippe Roussille, Chantal Soulé-Dupuy, Nathalie Vallès-Parlangeau
Towards a Meta-analysis-based User Assistant for Analysis Processes
11th International Conference on Computer Science and Information Technology (CSIT 2017), Sep 2017, Yerevan, Armenia. pp.63-66
Krista Drushku, Julien Aligon, Nicolas Labroche, Patrick Marcel, Veronika Peralta, Bruno Dumant
User Interests Clustering in Business Intelligence Interactions
International Conference on Advanced Information Systems Engineering (CAiSE 2017), Jun 2017, Essen, Germany. ⟨10.1007/978-3-319-59536-8_10⟩