Machine learning, statistical data processing and applications using signal processing
Faculty
- Lamberto Ballan (Deep Learning; Multimodal Learning; Self-supervised Learning)
- Roberto Confalonieri (Knowledge-enhanced Learning; Intepretable ML; Mechanistic Interpretability)
- Wolfgang Erb (Signal processing and data compression on graphs; Machine learning and neural networks on graphs; Computational harmonic analysis on graphs)
- Francesco Marchetti (Kernel methods; Deep learning)
- Nicolò Navarin (machine learning; deep learning; structured data)
- Luca Pasa (Deep Learning; Recurrent Neural Networks; Graph Neural Networks)
Ph.D. Students
- Luca Bergamin (Counterfactual explanations; Concept-based explainability; Interpretability)
