I am a Bernoulli Instructor at the Institute of Mathematics at EPFL. My research is centered on nonparametric statistics, statistical learning and stochastic processes, motivated by biomedical studies.
I am interested in causal learning methods for event processes, using conditional local independence testing, in collaboration with Niels Richard Hansen.
I work in collaboration with Prof. Stephan Clémençon, Télécom Paris, on concentration results for particular classes of stochastic processes (k-sample Rank and U-processes) with applications to statistical tests in particular.
I was a Postdoc at Copenhagen Causality Lab of the University of Copenhagen and worked with Niels Richard Hansen on learning methods for point processes. Prior to this, I successfully finished my PhD at Centre Borelli, ENS Paris-Saclay, Université Paris-Saclay, under the supervision of Prof. Nicolas Vayatis and Ioannis Bargiotas. My thesis entitled ‘‘Rank Processes and Statistical Applications in High Dimension’’ can be found here and slides.
Visit the repository and read the article of a selection of papers related to COVID-19 outbreak developed with Marie Garin, Alice Nicolaï and Nicolas Vayatis, with detailed reviews.
News!
I am very honoured and thankful to Prof. Peter Bartlett for hosting me at Simons Institute for the Theory of Computing, UC Berkeley, for a month in November 2024.
Check out our new paper with Nathan Noiry and Stephan Clémençon entitled '’Learning to rank anomalies: scalar performance criteria and maximization of rank statistics’’, appeared in the journal Machine Learning, Springer.
Check out our new paper with Stephan Clémençon entitled '’On Ranking-based Tests of Independence’’, appeared in the Proceedings of the 27th International Conference on Artificial Intelligence and Statistics (AISTATS) 2024.
I am honoured to give a talk @ the Seminar of the PreMeDiCal Inria-Inserm Team, January 29/2024, at Montpellier, France.
I am honoured to give a talk @ the international conference European Meeting of Statisticians 2023, Bernoulli Society, July 3-8/2023, at Warsaw, Poland.
I am honoured to be invited to give a talk @ the international conference 35th Panhellenic and 1st International Statistics Conference 2023, May 25-28/2023, in Athens, Greece.
I am honoured to give a talk @ the international conference Women in Mathematical Sciences 2023 to celebrate the International Women in Maths Day, May 11-12/2023, at SDU, Odense, Denmark.