Hierarchical sparse Cholesky decomposition with applications to high-dimensional spatio-temporal filtering

Marcin Jurek, Matthias Katzfuss

Spatial statistics often involves Cholesky decomposition of covariance matrices. To ensure scalability to high dimensions, several recent approximations have assumed a sparse Chole…