Research

“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/classification, audio scene analysis

• 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

• Building fMRI biomarkers for brain diseases
  Parkinson’s disease, psychosis, etc.

• Digital biomarkers for mental health monitoring