Preliminary Exploration of Nine-Class EEG Emotion Recognition with the FACED Dataset.

(i) How well do multilayer perceptrons trained on DE+PSD features classify fine-grained emotions relative to strong linear and tree baselines, and (ii) What structure is visible in the learned representations via dimensionality reduction and scalp maps?

Mentee: Aaron John Tan

Mentor: Caitrin Burke

This is part of the Summer Research & Mentorship Program (RMP) – 2025. For more details, check out the RMP Page.