Double InfoGAN for Contrastive Analysis

F Carton, R Louiset, P Gori - International Conference on …, 2024 - proceedings.mlr.press
Contrastive Analysis (CA) deals with the discovery of what is common and what is distinctive
of a target domain compared to a background one. This is of great interest in many …

Interpretable and integrative deep learning for discovering brain-behaviour associations with stability analysis

C Ambroise, A Grigis, J Houenou, V Frouin - 2024 - hal.science
Relying on traditional classification strategies from a single data source is now recognised
as ineffective for understanding, diagnosing, and predicting psychiatric syndromes …

Learning pathological representations in neuroimaging: Predicting psychiatric diagnosis by integrating heterogeneity constraints

R Louiset - 2024 - theses.hal.science
The biological mechanisms that underlie the symptoms of psychiatric diseases, such as
schizophrenia, bipolar, or autistic disorders, are still poorly understood in many regards. One …