no code implementations • 15 Mar 2022 • Hippolyte Verdier, François Laurent, Alhassan Cassé, Christian Vestergaard, Jean-Baptiste Masson
Our approach learns the posterior distribution of the walks' parameters with a likelihood-free method.
1 code implementation • 22 Mar 2021 • Hippolyte Verdier, Maxime Duval, François Laurent, Alhassan Cassé, Christian Vestergaard, Jean-Baptiste Masson
Here, we introduce a new, fast approach to inferring random walk properties based on graph neural networks (GNNs).
1 code implementation • 7 Mar 2019 • Alexander S. Serov, François Laurent, Charlotte Floderer, Karen Perronet, Cyril Favard, Delphine Muriaux, Christian L. Vestergaard, Jean-Baptiste Masson
We devise a method to detect and estimate forces in a heterogeneous environment based on experimentally recorded stochastic trajectories.
Biological Physics Chemical Physics Biomolecules Quantitative Methods