3 papers
cs.LG2021
Alignment and stability of embeddings: measurement and inference improvement
Furkan Gürsoy, Mounir Haddad, Cécile Bothorel
Representation learning (RL) methods learn objects' latent embeddings where information is preserved by distances. Since distances are invariant to certain linear transformations,…
cs.SI2018
Community structure: A comparative evaluation of community detection methods
Vinh-Loc Dao, Cécile Bothorel, Philippe Lenca
Discovering community structure in complex networks is a mature field since a tremendous number of community detection methods have been introduced in the literature. Nevertheless,…
cs.SI2018
An empirical characterization of community structures in complex networks using a bivariate map of quality metrics
Vinh-Loc Dao, Cécile Bothorel, Philippe Lenca
Community detection emerges as an important task in the discovery of network mesoscopic structures. However, the concept of a "good" community is very context-dependent and it is r…