Fold-stratified cross-validation for unbiased and privacy-preserving federated learning

Autor: Mehdi Benchoufi, Romain Bey, Romain Goussault, François Grolleau, Raphaël Porcher

Publikováno v: Journal of the American Medical Informatics Association
Journal of the American Medical Informatics Association, 2020, 27 (8), pp.1244-1251. ⟨10.1093/jamia/ocaa096⟩
J Am Med Inform Assoc

Large-scale collections of electronic records constitute both an opportunity for the development of more accurate prediction models and a threat for privacy. To limit privacy exposure new privacy-enhancing techniques are emerging such as federated le

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::b821168ccd14e5109003004e2e0db32c
https://hal.science/hal-03579136

Machine learning models to predict the response to anti-cancer therapy in metastatic melanoma patients

Autor: Thomas Jouary, Delphine Legoupil, Eve Maubec, Amir Khammari, Cécile Frenard, Julie De Quatrebarbes, Philippe Muller, Emilie Varey, Romain Goussault, Brigitte Dréno, Florence Vrignaud, Philippe Lecerf, Ludovic Martin, Laurent Machet, Alice Hervieu, François Aubin

Publikováno v: Journal of Clinical Oncology. 38:e14071-e14071

e14071 Background: Machine learning methods are new artificial intelligence tools with promising applications in healthcare. We developed and validated 4 machine learning models to predict the response to immunotherapy and targeted therapy in stage I

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::dc07b16eb598c49a962411c3b8a21e19
https://doi.org/10.1200/jco.2020.38.15_suppl.e14071

Fuel consumption prediction for heavy-duty vehicles using digital maps

Autor: Romain Goussault, Luis Leon Ojeda, Alexandre Chasse

Publikováno v: ITSC

With the steep increase of heavy-duty transportation, more fuel efficient technologies and services have become of great importance due to their environmental impact (in terms of CO 2 emissions) and economical impact (costs for the fleet managers). T

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::088c1a095ca94b19e6a37c293694a9eb
https://doi.org/10.1109/itsc.2017.8317613