Multivariate Empirical Mode Decomposition of EEG for Mental State Detection at Localized Brain Lobes

no code implementations • 2 Jun 2022 • Monira Islam, Tan Lee

In this study, the Multivariate Empirical Mode Decomposition (MEMD) approach is applied to extract features from multi-channel EEG signals for mental state classification.

EEG

MEMD-HHT based Emotion Detection from EEG using 3D CNN

no code implementations • 2 Jun 2022 • Monira Islam, Tan Lee

In this study, the Multivariate Empirical Mode Decomposition (MEMD) is applied to multichannel EEG to obtain scale-aligned intrinsic mode functions (IMFs) as input features for emotion detection.

Binary Classification EEG

EEG based stress analysis using rhythm specific spectral feature for video gameplay

no code implementations • 27 Sep 2021 • Shidhartho Roy, Monira Islam, Md. Salah Uddin Yusuf, Nushrat Jahan

Non-gamer subjects have an average BAR of 2. 403 for 1 hour of strategic video gameplay, whereas gamers have 2. 218 BAR concurrently.

EEG regression