output
20172025
most citedStatistical learning of spatiotemporal patterns from longitudinal manifold-valued networks

10 citations

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stat.ML2023★ 1 cited

Variational Inference for Longitudinal Data Using Normalizing Flows

Clément Chadebec, Stéphanie Allassonnière

This paper introduces a new latent variable generative model able to handle high dimensional longitudinal data and relying on variational inference. The time dependency between the…

stat.ML2017★ 10 cited

Statistical learning of spatiotemporal patterns from longitudinal manifold-valued networks

Igor Koval, Jean-Baptiste Schiratti, Alexandre Routier +4

We introduce a mixed-effects model to learn spatiotempo-ral patterns on a network by considering longitudinal measures distributed on a fixed graph. The data come from repeated obs…