230 citations
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Showing cs.LGShow all
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cs.LG2022★ 14 cited
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…
cs.LG2021★ 46 cited
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…