46 citations · 69 across the 3 of their papers we have counts for
3 papers
Variational inference of fractional Brownian motion with linear computational complexity
Hippolyte Verdier, François Laurent, Alhassan Cassé +2
We introduce a simulation-based, amortised Bayesian inference scheme to infer the parameters of random walks. Our approach learns the posterior distribution of the walks' parameter…
Objective comparison of methods to decode anomalous diffusion
Gorka Muñoz-Gil, Giovanni Volpe, Miguel Angel Garcia-March +31
Deviations from Brownian motion leading to anomalous diffusion are found in transport dynamics from quantum physics to life sciences. The characterization of anomalous diffusion fr…
Learning physical properties of anomalous random walks using graph neural networks
Hippolyte Verdier, Maxime Duval, François Laurent +3
Single particle tracking allows probing how biomolecules interact physically with their natural environments. A fundamental challenge when analysing recorded single particle trajec…