Have fun taking a look at couple scientific productions: publications, preprints or softwares!
Publications
2022
[C1] Ohl, L., Mattei, P. A., Bouveyron, C., Harchaoui, W., Leclercq, M., Droit, A., & Precioso, F. (2022, October). Generalised Mutual Information for Discriminative Clustering. In Advances in Neural Information Processing Systems. [NeurIPS] [Arxiv] [Code]
Softwares
2023
[S1] GemClus, a Python package for discriminative clustering using GEMINI [Documentation] [Code]
Preprints and working papers
2024
[P3] Ohl, L., Mattei, P. A., Leclercq, M., Droit, A., & Precioso, F. (2024). Kernel KMeans clustering splits for end-to-end unsupervised decision trees. arXiv preprint arXiv:2402.12232. [Arxiv]
2023
[P2] Ohl, L., Mattei, P. A., Bouveyron, C., Harchaoui, W., Leclercq, M., Droit, A., & Precioso, F. (2023). Generalised Mutual Information: a Framework for Discriminative Clustering. arXiv preprint arXiv:2309.02858. [Arxiv]
[P1] Ohl, L., Mattei, P. A., Bouveyron, C., Leclercq, M., Droit, A., & Precioso, F. (2023). Sparse GEMINI for Joint Discriminative Clustering and Feature Selection. arXiv preprint arXiv:2302.03391. [Arxiv]
2021
[T1] Ohl, L. (2021). Semi-supervised adverse drug reaction detection. [Diva portal]
Awards & Achievements
2023
SophIA Summit Best PhD Student Poster Award
2022
NeurIPS 2022 Scholar Award
2021
France Canada Research Fund (FFCR)
2021
French Embassy in Canada funds for scientific collaboration between Canada and France
Talks
2023
[Invited talk] GEMINI - A constellation of discriminative clustering models, 3IA PhD & Postoc Seminar (Nice)
[Contributed talk] GemClus - A Python Package for Discriminative Clustering with GEMINI, Summer working group on model-based clustering (Pittsburgh)
2022
[Contributed talk] Generalised Mutual Information Maximisation for Deep Clustering, Journées des statistiques (Lyon)
2021
[Tutorial] Normalising flows with D. Liang & P.A. Mattei, Deep learning summer school (Université Côte d'Azur)