output
20022026
most citedUncovering latent structure in valued graphs: A variational approach

221 citations

Showing 2019Show all

12 papers · 1 filter

cs.AI2019★ 5 cited

From Shallow to Deep Interactions Between Knowledge Representation, Reasoning and Machine Learning (Kay R. Amel group)

Zied Bouraoui, Antoine Cornuéjols, Thierry Denœux +9

This paper proposes a tentative and original survey of meeting points between Knowledge Representation and Reasoning (KRR) and Machine Learning (ML), two areas which have been deve…

cs.CV2019★ 65 cited

Multi-Task Learning of Height and Semantics from Aerial Images

Marcela Carvalho, Bertrand Le Saux, Pauline Trouvé-Peloux +2

Aerial or satellite imagery is a great source for land surface analysis, which might yield land use maps or elevation models. In this investigation, we present a neural network fra…

stat.ML2019★ 6 cited

Solving Inverse Problems by Joint Posterior Maximization with a VAE Prior

Mario González, Andrés Almansa, Mauricio Delbracio +2

In this paper we address the problem of solving ill-posed inverse problems in imaging where the prior is a neural generative model. Specifically we consider the decoupled case wher…

stat.AP2019★ 1 cited

Bayesian inference for network Poisson models

Sophie Donnet, Stéphane Robin

This work is motivated by the analysis of ecological interaction networks. Poisson stochastic blockmodels are widely used in this field to decipher the structure that underlies a w…

stat.AP2019

A novel regularized approach for functional data clustering: An application to milking kinetics in dairy goats

C. Denis, E. Lebarbier, C. Lévy-Leduc +2

Motivated by an application to the clustering of milking kinetics of dairy goats, we propose in this paper a novel approach for functional data clustering. This issue is of growing…

astro-ph.IM2019

Cold Debris Disks as Strategic Targets for the 2020s

John Debes, Elodie Choquet, Virginie C. Faramaz +19

Cold debris disks (T200 K) are analogues to the dust in the Solar System's Kuiper belt--dust generated from the evaporation and collision of minor bodies perturbed by planets, o…