A5072075523- EEG and Brain-Computer Interfaces
- Neural dynamics and brain function
- Functional Brain Connectivity Studies
- Olfactory and Sensory Function Studies
- Pain Mechanisms and Treatments
- Advanced Chemical Sensor Technologies
- Transcranial Magnetic Stimulation Studies
- Neural and Behavioral Psychology Studies
- Heart Rate Variability and Autonomic Control
- Pain Management and Placebo Effect
- Blind Source Separation Techniques
- Biochemical Analysis and Sensing Techniques
- Neurobiology and Insect Physiology Research
- Neuroscience and Neural Engineering
Agency for Science, Technology and Research
2024
National University of Defense Technology
2024
Institute for Infocomm Research
2024
University of Hong Kong
2011-2015
Nanyang Technological University
2015
Transient sensory, motor or cognitive event elicit not only phase-locked event-related potentials (ERPs) in the ongoing electroencephalogram (EEG), but also induce non-phase-locked modulations of EEG oscillations. These can be detected when single-trial waveforms are analysed time-frequency domain, and consist stimulus-induced decreases (event-related desynchronization, ERD) increases synchronization, ERS) synchrony activity underlying neuronal populations. ERD ERS reflect changes parameters...
The olfactory system enables humans to smell different odors, which are closely related emotions. high temporal resolution and non-invasiveness of Electroencephalogram (EEG) make it suitable objectively study human preferences for odors. Effectively learning the dynamics spatial information from EEG is crucial detecting odor-induced emotional valence. In this paper, we propose a deep architecture called Temporal Attention with Spatial Autoencoder Network (TASA) predicting emotions using EEG....