“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.)
Audio event detection/classification, audio scene analysis
Automatic sleep staging, sleep micro-event detection, mobile EEG
Pathological voice/speech/language analysis
Parkinson’s disease, personality disorder, etc.
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