Publications

Learning Relevant Contextual Variables Within Bayesian Optimization

Julien Martinelli, Ayush Bharti, Armi Tiihonen, S.T. John, Louis Filstroff, Sabina J. Sloman, Patrick Rinke, Samuel Kaski
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Multi-Fidelity Bayesian Optimization with Unreliable Information Sources

Petrus Mikkola, Julien Martinelli, Louis Filstroff, Samuel Kaski
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Multi-Fidelity Bayesian Optimization with Unreliable Information Sources

Reactmine, a search algorithm for inferring chemical reaction networks from time series data

Julien Martinelli, Jeremy Grignard, Sylvain Soliman, Annabelle Ballesta, François Fages
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Reactmine, a search algorithm for inferring chemical reaction networks from time series data

Accelerating metabolic models evaluation with statistical metamodels - application to Salmonella infection models

Clémence Frioux, Sylvie Huet, Simon Labarthe, Julien Martinelli, Thibault Malou, David Sherman, Marie-Luce Taupin, Pablo Ugalde-Salas
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Accelerating metabolic models evaluation with statistical metamodels - application to Salmonella infection models

Model Learning to Identify Systemic Regulators of the Peripheral Circadian Clock

Julien Martinelli, Sandrine Dulong, Xiao-Mei Li, Sylvain Soliman, Francis Lévi, François Fages, and Annabelle Ballesta
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Model Learning to Identify Systemic Regulators of the Peripheral Circadian Clock

A mathematical model of the circadian clock and drug pharmacology to optimize irinotecan administration timing in colorectal cancer

Janina Hesse, Julien Martinelli, Ouda Aboumanify, Annabelle Ballesta, Angela Relógio
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A mathematical model of the circadian clock and drug pharmacology to optimize irinotecan administration timing in colorectal cancer

On Inferring Reactions from Data Time Series by a Statistical Learning Greedy Heuristics

Julien Martinelli, Jeremy Grignard, Sylvain Soliman, and François Fages
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A Statistical Unsupervised Learning Algorithm for Inferring Reaction Networks from Time Series Data

Julien Martinelli, Jeremy Grignard, Sylvain Soliman, François Fages
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Publications (See scholar or my CV for an updated list)