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Julien Martinelli
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Books and Theses
- 2022
- [b1]Julien Martinelli:
On learning mechanistic models from time series data with applications to personalised chronotherapies. (Sur l'apprentissage automatique de modèles mécanistes à partir de données temporelles avec application aux chronothérapies personnalisées). Polytechnic Institute of Paris, Palaiseau, France, 2022
Journal Articles
- 2024
- [j2]Yasmine Nahal, Janosch Menke, Julien Martinelli, Markus Heinonen, Mikhail Kabeshov, Jon Paul Janet, Eva Nittinger, Ola Engkvist, Samuel Kaski:
Human-in-the-loop active learning for goal-oriented molecule generation. J. Cheminformatics 16(1): 138 (2024) - 2021
- [j1]Julien Martinelli, Sandrine Dulong, Xiao-Mei Li, Michèle Teboul, Sylvain Soliman, Francis Lévi, François Fages, Annabelle Ballesta:
Model learning to identify systemic regulators of the peripheral circadian clock. Bioinform. 37(Supplement): 401-409 (2021)
Conference and Workshop Papers
- 2023
- [c2]Petrus Mikkola, Julien Martinelli, Louis Filstroff, Samuel Kaski:
Multi-Fidelity Bayesian Optimization with Unreliable Information Sources. AISTATS 2023: 7425-7454 - 2019
- [c1]Julien Martinelli, Jeremy Grignard, Sylvain Soliman, François Fages:
On Inferring Reactions from Data Time Series by a Statistical Learning Greedy Heuristics. CMSB 2019: 352-355
Informal and Other Publications
- 2024
- [i4]Marshal Arijona Sinaga, Julien Martinelli, Vikas Garg, Samuel Kaski:
Heteroscedastic Preferential Bayesian Optimization with Informative Noise Distributions. CoRR abs/2405.14657 (2024) - [i3]Sabina J. Sloman, Julien Martinelli, Samuel Kaski:
Proxy-informed Bayesian transfer learning with unknown sources. CoRR abs/2411.03263 (2024) - 2023
- [i2]Julien Martinelli, Ayush Bharti, S. T. John, Armi Tiihonen, Sabina Sloman, Louis Filstroff, Samuel Kaski:
Cost-aware learning of relevant contextual variables within Bayesian optimization. CoRR abs/2305.14120 (2023) - 2022
- [i1]Petrus Mikkola, Julien Martinelli, Louis Filstroff, Samuel Kaski:
Multi-Fidelity Bayesian Optimization with Unreliable Information Sources. CoRR abs/2210.13937 (2022)
Coauthor Index
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