We accommodate research activity on fundamental mathematical problems and methodology for understanding, analyzing, processing and simulating data

Do you have exciting research you would like to share with us?

EPSRC Programme Grant Award on ‘The mathematics of deep learning’

Congratulations to Professor Carola-Bibiane Schönlieb, Professor Richard Nickl and the team of mathematicians, statisticians and image processing experts from Cambridge, Bath, and UCL who have ...

Projects

We currently have 31 projects

Free energy of quantum systems

View the project

We accommodate research activity on fundamental mathematical problems and methodology for understanding, analyzing, processing and simulating data

Do you have exciting research you would like to share with us?

EPSRC Programme Grant Award on ‘The mathematics of deep learning’

We currently have 31 projects

Free energy of quantum systems

Discrete Gaussian model

Discrete time series segmentation with Bayesian Context Trees

Neural Differential Equations

Macroscopic behaviour in a two-species exclusion process via the method of matched asymptotics

Sparse Canonical Correlation Analysis

Energy conservation for weak solutions of fluid equations

Sensitivity Analysis with the R^2-Calculus

Data-Driven Optimization via Mirror Descent

Physics-Informed Latent Spaces of Rayleigh-Bénard Convection

Self-similar measures

Regularity for Kinetic Equations

Universal behavior of random walk on random planar maps

Particle Aggregation models

Detecting positive quantum capacities of quantum channels

Adaptive Learning on Time Series: Method and Financial Applications

Kronecker graph generation and analysis

Functional Analysis of Neural Networks

Unsupervised Medical Image Segmentation

Geometric Aspects of the Cryo Electron Microscopy Pipeline

Human oriented automatic theorem proving

Semi-Supervised Learning and its Practical Application

Deeply Learned Spectral Total Variation Decomposition

Developing data-driven weather and climate models

High-dimensional online changepoint detection and inference

Non-Reversible Markov Chain Monte Carlo

Estimating the risk of collapse of antarctic ice shelves

Advanced analytical techniques for intensive care big data

Formation and Adaption of Biological Transportation Networks

Mathematics of machine learning: mathematical learning methods for adaptive and robust data analysis

Mixing times