Graduate research students and supervisors

Stochastic response determination of nonlinear dynamical systems

Mitigating unfairness amplification from deep learning models

Bayesian econometrics and computational statistics, with a focus on simulation-based inference for modern econometric models.

Bayesian Inference, High-dimensional Data, Flexible Multinomial Choice Modelling

Time Series Analysis; Dynamic Panels; High-Dimensional Inference

Synthetic control method (causal inference)

Statistical Election Auditing and Applied Sequential Analysis

Identification and Inference for Causal Effects using Panel Data.

Life-cycle model for post-retirement planning, Sequential decision models and Reinforcement Learning Algorithms, Machine learning & Deep learning network

Uncertainty Visualisation

Simulation-Based Inference, Predictive Bayes

Interactive high dimensional visualization, climate extremes, explainable AI