Minh-Toan Nguyen

Asymptotic Bayes risk of semi-supervised multitask learning on Gaussian mixture

The article considers semi-supervised multitask learning on a Gaussian mixture model (GMM). Using methods from statistical physics, we compute the asymptotic Bayes risk of each task in the regime of large datasets in high dimension, from which we analyze the role of task similarity in learning and e…