May 15, 2024, 4:42 a.m. | Sahara Ali, Omar Faruque, Jianwu Wang

cs.LG updates on arXiv.org arxiv.org

arXiv:2405.08174v1 Announce Type: new
Abstract: Spatial interference (SI) occurs when the treatment at one location affects the outcomes at other locations. Accounting for spatial interference in spatiotemporal settings poses further challenges as interference violates the stable unit treatment value assumption, making it infeasible for standard causal inference methods to quantify the effects of time-varying treatment at spatially varying outcomes. In this paper, we first formalize the concept of spatial interference in case of time-varying treatment assignments by extending the potential …

abstract accounting arxiv causal challenges cs.ai cs.lg effects interference location locations making spatial standard treatment type value

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