Research

Thesis :

Decision support for prenatal ultrasound screening of the fetus anomalies using statistical learning. The manuscript is here.

Articles:

  • Stirnemann, J., Besson, R., Spaggiari, E., Rojo, S., Logé-Munerel, F., Peyro Saint-Paul, H., Allassonnière, S., Le Pennec, E., Attie-Bittach, T., Ville, Y., Description and clinical validation of a real-time AI diagnostic companion for fetal ultrasound examination, 2021, Prepublication.

  • Besson, R., Logé-Munerel, F., et Allassonnière, S.,, Optimisation des parcours patients pour lutter contre l'errance de diagnostic des patients atteints de maladies rares, JDS 2020. Publication.

  • Besson, R., Le Pennec, E., et Allassonnière, S., Learning from both experts and data, 2019, Entropy journal. Prepublication, Publication.

  • Besson, R., Le Pennec, E., et Allassonnière, S., Construction d’un système d’aide au diagnostic de maladies rares, 2019, Accepted : Journées Francophones sur la Planification, la Décision et l'Apprentissage pour la conduite de systèmes (JFPDA). Prepublication.

  • Besson, R., Le Pennec, E., Allassonnière, S., Stirnemann, J., Spaggiari, E., Neuraz, A., A Model-Based Reinforcement Learning Approach for a Rare Disease Diagnostic Task, 2018, Submitted. Prepublication.

  • Besson, R., Le Pennec, E., et Allassonnière, S., Optimisation d'arbre de décision pour un problème de détection précoce d'anomalies fœtales, Journées de la SFDS, Avignon 2017. Publication.


Communications:

  • GDR Reprosciences, INRAE, April 2021.

  • ICAART, Malta, February 2020.

  • SEQUEL, Inria Lille, January 2020.

  • JFPDA, Toulouse, July 2019.

  • Internal Seminar, Air Liquide , February 2019.

  • R/medicine, Yale University, New Haven, September 2018. Slides

  • Journées de la SFDS, Avignon, June 2017.


Posters:

  • Entropy : the tool of the 21th century, May 2021.

  • Machine Learning Summer School, Skoltech Moscou, August 2019.

  • Artificial Intelligence in Health: French-German perspectives, Berlin, November 2018. Poster

  • Workshop Optimization and Learning, Toulouse, September 2018.

  • Data Science Summer School, Ecole Polytechnique, June 2017, June 2018, June 2019.


Miscellaneous:

  • I did my master thesis under the supervision of Fernando Lopéz-Blazquez during my Erasmus year in Universidad de Sevilla: Link.