“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