Research in assessing mental health on a longitudinal basis aims to make use of relevant features extracted from various modalities, in order to train models for automatically predicting a user's mental state (target), either in a classification or a regression manner [1, 2, 3, 9, 10, 13,<cite> 26]</cite> .