Zobrazeno 1 - 10
of 496
pro vyhledávání: '"Binois A"'
Understanding and optimizing the design of helical micro-swimmers is crucial for advancing their application in various fields. This study presents an innovative approach combining Free-Form Deformation with Bayesian Optimization to enhance the shape
Externí odkaz:
http://arxiv.org/abs/2409.11776
Autor:
Binois, Mickael, Picheny, Victor
Gaussian processes are a widely embraced technique for regression and classification due to their good prediction accuracy, analytical tractability and built-in capabilities for uncertainty quantification. However, they suffer from the curse of dimen
Externí odkaz:
http://arxiv.org/abs/2402.03809
Autor:
Musayeva, Khadija, Binois, Mickael
This paper proposes several approaches as baselines to compute a shared active subspace for multivariate vector-valued functions. The goal is to minimize the deviation between the function evaluations on the original space and those on the reconstruc
Externí odkaz:
http://arxiv.org/abs/2401.02735
Autor:
Louis Reot, Cindy Adapen, Claude Cannou, Natalia Nunez, Sabrine Lakoum, Camille Pimienta, Laetitia Lacroix, Olivier Binois, Nelly Frydman, Marie-Thérèse Nugeyre, Roger Le Grand, Elisabeth Menu
Publikováno v:
Scientific Reports, Vol 14, Iss 1, Pp 1-12 (2024)
Abstract Seminal plasma (SP) is the main vector of C. trachomatis (CT) during heterosexual transmission from male to female. It has immunomodulatory properties and impacts the susceptibility to HIV-1 infection, but its role has not been explored duri
Externí odkaz:
https://doaj.org/article/51fd9c8595f84ffe97cf084718c8c1cc
Autor:
Fadikar, Arindam, Binois, Mickael, Collier, Nicholson, Stevens, Abby, Toh, Kok Ben, Ozik, Jonathan
Epidemiological models must be calibrated to ground truth for downstream tasks such as producing forward projections or running what-if scenarios. The meaning of calibration changes in case of a stochastic model since output from such a model is gene
Externí odkaz:
http://arxiv.org/abs/2305.03926
Autor:
Collier, Nicholson, Wozniak, Justin M., Stevens, Abby, Babuji, Yadu, Binois, Mickaël, Fadikar, Arindam, Würth, Alexandra, Chard, Kyle, Ozik, Jonathan
COVID-19 had an unprecedented impact on scientific collaboration. The pandemic and its broad response from the scientific community has forged new relationships among domain experts, mathematical modelers, and scientific computing specialists. Comput
Externí odkaz:
http://arxiv.org/abs/2304.14244
Autor:
Binois, Mickael, Wycoff, Nathan
Bayesian Optimization, the application of Bayesian function approximation to finding optima of expensive functions, has exploded in popularity in recent years. In particular, much attention has been paid to improving its efficiency on problems with m
Externí odkaz:
http://arxiv.org/abs/2111.05040
One way to reduce the time of conducting optimization studies is to evaluate designs in parallel rather than just one-at-a-time. For expensive-to-evaluate black-boxes, batch versions of Bayesian optimization have been proposed. They work by building
Externí odkaz:
http://arxiv.org/abs/2110.09334
Autor:
Renaudier, Marie, Binois, Yannick, Dumas, Florence, Lamhaut, Lionel, Beganton, Frankie, Jost, Daniel, Charpentier, Julien, Lesieur, Olivier, Marijon, Eloi, Jouven, Xavier, Cariou, Alain, Bougouin, Wulfran
Publikováno v:
In Resuscitation June 2024 199
This chapter addresses the question of how to efficiently solve many-objective optimization problems in a computationally demanding black-box simulation context. We shall motivate the question by applications in machine learning and engineering, and
Externí odkaz:
http://arxiv.org/abs/2104.14456