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math.ST2026
Graphon Hawkes Processes: Sparse Estimation and Network Recovery
Justin R. Baars, Roger J. A. Laeven, Michel R. H. Mandjes
Learning interaction structures from spatiotemporal event data is a key statistical problem in fields such as neuroscience, epidemiology, and seismology. We study this problem for…
math.ST2026
Goodness-of-Fit Testing for Point Processes in Large Populations
Sami Umut Can, Estate V. Khmaladze, Roger J. A. Laeven
Suppose we have an observed path from a point process counting event occurrences in a large population. Based on the observed path, we would like to test the null hypothesis that t…