Common Signals, Spurious Cross-Excitation, and Identification in Multivariate Hawkes Processes
Multivariate Hawkes models are widely used to measure endogenous interactions in event data, but latent common signals can generate apparent excitation even without structural interaction. We characterize the resulting linear projection and construct stable, nonnegative Hawkes processes that share t