Research

“We do not have knowledge of a thing until we have grasped its why” - Aristotle

Last updated: 21 Dec 2024

My current research activities involve in the following topics:

  • Deep learning/machine learning
    Representation learning and algorithms for temporal signal analysis (e.g. audio, speech, EEG, sEMG, fMRI, etc.)

  • Audio/speech
    Audio event detection, audio scene analysis, speech enhancement, audio generation, emotion recognition in conversations

  • Brain monitoring
    Sleep staging, sleep micro-event detection, mobile EEG

  • Hand prosthetics
    sEMG-based low-latency hand movement recognition/prediction, low-cost alternative sensors