Predict Emotions Through EEG Data

An exploratory study of EEG-based emotion classification by means of brain waves and corresponding brain regions.

In collaboration with: Maja From Andersen.

Source code: deap-eeg-classification.

Introduction

DEAP dataset

EEG data preprocessing

Power spectral density

Topographical map

5-fold cross-validation

Classifier

Valence

Arousal

Observation

Future development

#eeg-analysis #emotion-classification #supervised-learning #data-analysis