A neural network trained on simulated data estimates Hawkes process parameters from interval-censored counts, matching a particle MCMC benchmark in accuracy while running much faster.
National Notifiable Diseases Surveillance System ( NNDSS ) public dataset -- salmonella
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
stat.ME 1years
2025 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
Neural Networks for Parameter Estimation of the Discretely Observed Hawkes Process
A neural network trained on simulated data estimates Hawkes process parameters from interval-censored counts, matching a particle MCMC benchmark in accuracy while running much faster.