Research

“Without redoubled diligence, there is neither talent nor genius” - Mendeleev

The following topics are the focus of my current research activities:

• Deep learning/machine learning
  Representation learning and algorithms for time series signal analysis (e.g. IMU data, ECG, EEG, etc.)

• Machine hearing
  Multimodal data fusion for computational behavior analysis

• Brain monitoring
  Automatic sleep staging using wearable sensors, mobile EEG

• Digital biomarkers for fatigue and sleepiness monitoring

• Digital biomarkers for mental health monitoring based on voice/speech/language analysis