The research of the BASP group spans Data Science from theory and algorithms to application:
- Theory - inverse problems, sampling, dimensionality reduction, signal recovery, uncertainty quantification
- Algorithms : convex/nonconvex optimisation, Bayesian inference, greedy algorithms
- Biomedical imaging Applications - magnetic resonance imaging, ultrasound imaging, novel imaging modalities, etc.
- Astrophysics - imaging techniques in radio and optical astronomy, data analysis.
BASP comprises postdoctoral researchers and PhD students, affiliated to Heriot-Watt University (HWU) and École Polytechnique Fédérale de Lausanne (EPFL).