Dataset-Independent EEG Channel Selection for Emotion Recognition

SY Dharia, SG Camorlinga… - 2024 46th Annual …, 2024 - ieeexplore.ieee.org
Electroencephalography (EEG) stands as a noninvasive and cost-effective method for
recording neural activity, holding potential for applications such as identifying neural …

Emotion recognition from EEG signal data of the brain using bidirectional long short-term memory

M Sowmya, SV Pothuri… - International Journal of …, 2024 - search.proquest.com
This study aimed to develop an emotion recognition model using brain signals. The brain
computer interface (BCI) focuses on creating technology that enables direct brain-to-external …

Enhancing Emotion Classification via EEG Signal Frame Selection

M Esmaeiili, K Kiani - Journal of AI and Data Mining, 2024 - jad.shahroodut.ac.ir
The classification of emotions using electroencephalography (EEG) signals is inherently
challenging due to the intricate nature of brain activity. Overcoming inconsistencies in EEG …

Leveraging Machine Learning and Threshold-Free Cluster Enhancement to Unravel Perception of Emotion and Implied Movement

SY Dharia, M Hojjati, SG Camorlinga… - … on Biomedical and …, 2024 - openreview.net
Understanding the neural mechanisms underlying emotional processing is critical for
advancements in emotional neuroscience. This study explores the relationship between …

Emotional Evocation in Virtual Reality: Evaluating Japanese Psych-Mimetic Word Learning System

T Li, X Geng, M Yamada - 2024 IEEE International Conference …, 2024 - ieeexplore.ieee.org
This study investigates the potential of using virtual reality (VR) technology to induce
emotions that correspond to Japanese psych-mimetic words. Considering the complexities …

Advancing EEG-Based Emotion Recognition: Multimodal Techniques, Channel Optimization, and Insights into Subjective Emotion Perception

SY Dharia - 2024 - winnspace.uwinnipeg.ca
This dissertation explores the application of electroencephalography (EEG) in identifying
and understanding the neural mechanisms of emotional responses. Using a non-invasive …