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

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.)

  • Machine hearing
    Audio event detection, audio scene analysis, speech enhancement

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

  • Pathological voice/speech/language analysis
    Parkinson’s disease, personality disorder, etc.

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

  • Digital biomarkers for mental health monitoring