I am a Bernoulli Instructor at the Institute of Mathematics at EPFL. My research is centered on nonparametric statistics, statistical learning and stochastic processes, with applications to biomedical studies. I am now interested in causal learning for unstructured events, and in particular in conditional local independence testing and learning algorithms.
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.
I work in collaboration with Prof. Stephan Clémençon at Télécom Paris on particular classes of stochastic processes with possible applications to statistical tests.
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.