Sofio Katamadze
Senior Software Engineer at EPAM
Sofio Katamadze is Senior Software Engineer in EPAM Georgia. She has 12 years of strong background in software development.
She holds a PhD degree in computer engineering and is Assistant Professor at the Caucasus University and University of Georgia.
Sofio has deep theoretical knowledge and versatile experience with web services, object-oriented programming and enterprise integration patterns using Agile based development methodologies.
Workshop: Enhancing Emotion Recognition: EEG Evaluation and AI Models
Emotions have a significant impact on human decision-making and everyday life Physiological signals like EEG offer increased reliability, capturing direct neural activity and providing precise insight into emotional states EEG-based emotion recognition requires the development, but current scientific papers do have a common strategy for measuring algorithm performance. It is impossible to reliably determine the state of the art.
After reviewing EEG-based emotion recognition research papers (2018-2023), came up with unified evaluation protocol Unified protocol determines how to work with EEG Data, how to use metrics, data preprocessing methods, data splitting and apply the AI Models.