Machine Learning for multi-sensor data

  • Data science
  • Automated online machine learning
  • Robust statistical inference and learning
  • Graph signal processing for multi-variate data-driven systems
  • Sparse signal representations and dimensionality reduction
  • Inference-aware data compression
  • Efficient and Explainable Deep learning
  • Safe Deep Reinforcement Learning for data-driven control
  • Computer Vision, Image Processing
  • Design and implementation of machine learning methods for embedded systems

Other Research Areas

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