3 papers
stat.AP2026
A Sensitivity Framework for Identifying Contagion under Latent Homophily for Fixed-in-Time Network Analyses, with an Application to U.S. House Congressional Voting
Duncan A. Clark
Whether connected units are similar because influence spreads across ties or because similar units form ties, is a long-standing problem. Contagion or influence is generically unid…
stat.ME2026
Causal inference for spatiotemporal point processes in the presence of outcome spillover and carryover
Conor Kresin, Duncan A. Clark, Louis Davis +1
We develop a framework for causal inference with continuous spatiotemporal point-process outcomes under cell-level interventions and outcome spillover. Potential outcomes are index…
stat.ME2026
A General Marked Point Process Framework For Self-Exciting Network Evolution
Duncan A Clark, Conor J. Kresin, Charlotte M. Jones-Todd
We propose a novel modeling framework for time-evolving networks allowing for long-term dependence in network features that update in continuous time. Dynamic network growth is fun…