Efficient Decoding of Affective States from Video-elicited EEG Signals: An Empirical Investigation

K Latifzadeh, N Gozalpour, VJ Traver… - ACM Transactions on …, 2024 - dl.acm.org
Affect decoding through brain-computer interfacing (BCI) holds great potential to capture
users' feelings and emotional responses via non-invasive electroencephalogram (EEG) …

A perspective on electroencephalography sensors for brain-computer interfaces

F Iacopi, CT Lin - Progress in Biomedical Engineering, 2022 - iopscience.iop.org
This Perspective offers a concise overview of the current, state-of-the-art, neural sensors for
brain-machine interfaces, with particular attention towards brain-controlled robotics. We first …

[HTML][HTML] Ensemble deep clustering analysis for time window determination of event-related potentials

R Mahini, F Li, M Zarei, AK Nandi, T Hämäläinen… - … Signal Processing and …, 2023 - Elsevier
Objective Cluster analysis of spatio-temporal event-related potential (ERP) data is a
promising tool for exploring the measurement time window of ERPs. However, even after …

Optimal number of clusters by measuring similarity among topographies for spatio-temporal ERP analysis

R Mahini, P Xu, G Chen, Y Li, W Ding, L Zhang… - Brain topography, 2022 - Springer
Averaging amplitudes over consecutive time samples (ie, time window) is widely used to
calculate the peak amplitude of event-related potentials (ERPs). Cluster analysis of the …

Brain Evoked Response Qualification Using Multi-set Consensus Clustering: Toward Single-trial EEG Analysis

R Mahini, G Zhang, T Parviainen, R Düsing, AK Nandi… - 2023 - researchsquare.com
Objective: Scalp electroencephalogram (EEG) provides a substantial amount of data about
information processing in the human brain. In the context of conventional event-related …

Methods to extract multi-dimensional features of event-related brain activities from EEG data

G Zhang - JYU dissertations, 2021 - jyx.jyu.fi
Cognitive processes are studied, among others, by analyzing event-related
potentials/oscillations (ERPs/EROs) with various signal processing techniques. The …

[PDF][PDF] LIST OF INCLUDED ARTICLES

IR Mahini, NKQ Zhang, T Hämäläinen… - Consensus Clustering for …, 2023 - jyx.jyu.fi
Electroencephalography (EEG) is a noninvasive neuroimaging technique that records
neurological brain activities via electrodes on the scalp, capturing voltage potentials …