Develop methodological tools for modelling,
analysis and understanding of structured data,
numerous and/or large data sets using tools from information theory
statistical learning and geometry.
Design efficient algorithms for high-dimensional inference,
allowing their controlled and efficient use in many applications.
Keywords:
- Signal
- Image
- Probabilistic, quantum and algorithmic information theory
- Communications
- Machine learning
- Statistics
- High-dimensional inference
- Tensors
- Geometries
- Manifolds
- Graphs
- Algorithms
- Optimization
- Sampling
- Stochastic processes
- Applications in physics : astrophysics, geophysics, biophysics, oceanography, etc.
Acronyme
GAIA
