Application of artificial intelligence in cognitive load analysis using functional near-infrared spectroscopy: A systematic review

MA Khan, H Asadi, L Zhang, MRC Qazani… - Expert Systems with …, 2024 - Elsevier
Cognitive load theory suggests that overloading of working memory may negatively affect
the performance of human in cognitively demanding tasks. Evaluation of cognitive load is a …

The tufts fnirs mental workload dataset & benchmark for brain-computer interfaces that generalize

Z Huang, L Wang, G Blaney, C Slaughter… - Thirty-fifth Conference …, 2021 - openreview.net
Functional near-infrared spectroscopy (fNIRS) promises a non-intrusive way to measure real-
time brain activity and build responsive brain-computer interfaces. A primary barrier to …

Brain-computer integration: A framework for the design of brain-computer interfaces from an integrations perspective

N Semertzidis, F Zambetta, FF Mueller - ACM Transactions on Computer …, 2023 - dl.acm.org
Brain-computer interface (BCI) systems hold the potential to foster human flourishing and
self-actualization. However, we believe contemporary BCI system design approaches …

On decoding of rapid motor imagery in a diverse population using a high-density NIRS device

C Kothe, G Hanada, S Mullen, T Mullen - Frontiers in …, 2024 - frontiersin.org
Introduction Functional near-infrared spectroscopy (fNIRS) aims to infer cognitive states
such as the type of movement imagined by a study participant in a given trial using an …

Empower Real-World BCIs with NIRS-X: An Adaptive Learning Framework that Harnesses Unlabeled Brain Signals

L Wang, J Zhang, J Liu, D McKeon, DG Brizan… - Proceedings of the 37th …, 2024 - dl.acm.org
Brain-Computer Interfaces (BCIs) using functional near-infrared spectroscopy (fNIRS) hold
promise for future interactive user interfaces due to their ease of deployment and declining …

Applying antagonistic activation pattern to the single-trial classification of mental arithmetic

S Liu - Heliyon, 2022 - cell.com
Background At present, the application of fNIRS in the field of brain-computer interface (BCI)
is being a hot topic. By fNIRS-BCI, the brain realizes the control of external devices. A state …

Transformer Based Cross-Subject Mental Workload Classification Using FNIRS for Real-World Application

Y **g, W Wang, J Wang, Y Jiao… - 2023 45th Annual …, 2023 - ieeexplore.ieee.org
Mental state monitoring is a hot topic especially in neurorehabilitation, skill training, etc, for
which the functional near-infrared spectroscopy (fNIRS) has been suggested to be used …

HCI Design Perspectives, Trends and Approaches

D Lamas, V Tomberg - Foundations and Fundamentals in Human …, 2024 - taylorfrancis.com
The role of theory in human–computer interaction (HCI) is of utmost importance. HCI theory
serves as a fundamental framework for comprehending the dynamics of HCIs and offers …