3 papers
stat.AP2026
Sensitivity Bounds and Conservative Inference for Contagion under Latent Homophily
Duncan A. Clark
Whether connected units are similar because influence spreads across ties or because similar units form ties is a long standing problem. We study a fixed network with two waves of…
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.ME2025
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…