2 papers
eess.SP2024
Unmixing Noise from Hawkes Process to Model Learned Physiological Events
Guillaume Staerman, Virginie Loison, Thomas Moreau
Physiological signal analysis often involves identifying events crucial to understanding biological dynamics. Traditional methods rely on handcrafted procedures or supervised learn…
stat.ML2024
Flexible Parametric Inference for Space-Time Hawkes Processes
Emilia Siviero, Guillaume Staerman, Stephan Clémençon +1
Many modern spatio-temporal data sets, in sociology, epidemiology or seismology, for example, exhibit self-exciting characteristics, triggering and clustering behaviors both at the…