48 citations · 78 across the 5 of their papers we have counts for
3 papers · 1 filter
A Scalable Inference Method For Large Dynamic Economic Systems
Pratha Khandelwal, Philip Nadler, Rossella Arcucci +2
The nature of available economic data has changed fundamentally in the last decade due to the economy's digitisation. With the prevalence of often black box data-driven machine lea…
Correcting public opinion trends through Bayesian data assimilation
Robin Hendrickx, Rossella Arcucci, Julio Amador Dıaz Lopez +2
Measuring public opinion is a key focus during democratic elections, enabling candidates to gauge their popularity and alter their campaign strategies accordingly. Traditional surv…
Attention-based Convolutional Autoencoders for 3D-Variational Data Assimilation
Julian Mack, Rossella Arcucci, Miguel Molina-Solana +1
We propose a new 'Bi-Reduced Space' approach to solving 3D Variational Data Assimilation using Convolutional Autoencoders. We prove that our approach has the same solution as previ…