Multi-Task Learning to Capture Changes in Mood Over Time

no code implementations • NAACL (CLPsych) 2022 • Prasadith Kirinde Gamaarachchige, Ahmed Husseini Orabi, Mahmoud Husseini Orabi, Diana Inkpen

This paper investigates the impact of using Multi-Task Learning (MTL) to predict mood changes over time for each individual (social media user).

Ensemble Learning Multi-Task Learning

Multi-Task, Multi-Channel, Multi-Input Learning for Mental Illness Detection using Social Media Text

no code implementations • WS 2019 • Prasadith Kirinde Gamaarachchige, Diana Inkpen

We illustrate the effectiveness of using multi-task learning with a multi-channel convolutional neural network as the shared representation and use additional inputs identified by researchers as indicatives in detecting mental disorders to enhance the model predictability.

3D Object Classification Multi-class Classification +1