Advanced Methods in Policy Analysis

Develops the analytical toolkit that supports the other clusters. It covers AI-empowered analysis — machine learning, neural networks, and deep learning — open-world understanding through visual perception, localisation, and planning, and spatiotemporal analysis.

The goal is to bring computational rigour and richer data sources to complex policy questions, enabling evidence that is faster to generate, harder to dismiss, and better calibrated to real-world uncertainty.

• AI-empowered analysis: machine learning, neural networks, deep learning
• Open-world understanding: visual perception, localisation & planning
• Spatiotemporal analysis