SepTest - Tests for First-Order Separability in Spatio-Temporal Point
Processes
Provides statistical tools for testing first-order
separability in spatio-temporal point processes, that is,
whether the spatio-temporal intensity function can be expressed
as a product of spatial and temporal components. The package
implements several hypothesis tests, including exact and
asymptotic methods for Poisson and non-Poisson processes.
Methods include global envelope tests, chi-squared-type
statistics, and a novel Hilbert-Schmidt independence criterion
(HSIC) test with block or pure permutations. Simulation studies
and real-world examples, including the 2001 UK foot-and-mouth
disease outbreak data, illustrate its utility. The package
encompasses all simulation studies and applications presented
in Ghorbani et al. (2021, 2025).