GeoDose-CP: Graph-Local Conformal Inference for Continuous-Treatment Earth Observation
Reliable intervention-oriented uncertainty quantification from Earth observation (EO) remains challenging when continuous treatment shifts, spatial dependence, limited support, and satellite-outcome uncertainty must be addressed simultaneously. Existing causal, conformal, and spatial approaches address parts of this problem, but their direct combination does not generally recover the appropriate interventional reference law because candidate reassignment jointly alters treatment likelihood, standardized residuals, and graph-dependent residual likelihood. This study presents GeoDose-CP, a support-aware conformal framework for localized stochastic potential outcomes under continuous or mixe...
| Authors | Md Khalid Hasan Sakib, Dristi Datta, Manoranjan Paul et al. |
|---|---|
| Primary category | stat.AP |
| Published | 24 September 2026 |
| Last updated at source | 24 September 2026 |
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