4 papers
Attention shapes collective decisions for the Antarctic global commons
Casper van Elteren, Fiona Lippert, Zachary Carter +3
Consensus-based regimes govern critical global commons, yet this need for unanimity obscures how agendas develop before formal policies are enacted and who cares about what aspects…
Towards detailed and interpretable hybrid modeling of continental-scale bird migration
Fiona Lippert, Bart Kranstauber, Patrick Forré +1
Hybrid modeling aims to augment traditional theory-driven models with machine learning components that learn unknown parameters, sub-models or correction terms from data. In this w…
Deep Gaussian Markov Random Fields for Graph-Structured Dynamical Systems
Fiona Lippert, Bart Kranstauber, E. Emiel van Loon +1
Probabilistic inference in high-dimensional state-space models is computationally challenging. For many spatiotemporal systems, however, prior knowledge about the dependency struct…
Physics-informed inference of aerial animal movements from weather radar data
Fiona Lippert, Bart Kranstauber, E. Emiel van Loon +1
Studying animal movements is essential for effective wildlife conservation and conflict mitigation. For aerial movements, operational weather radars have become an indispensable da…