An online conformal prediction framework for non-exchangeable panel data that forms prediction sets using related units' contemporaneous data with adaptive similarity weights and miscoverage levels to deliver stepwise and long-run coverage guarantees.
Multi-sensor data fusion for accurate traffic speed and travel time reconstruction.Frontiers in Future Transportation, 2:766951
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Online Conformal Prediction for Non-Exchangeable Panel Data
An online conformal prediction framework for non-exchangeable panel data that forms prediction sets using related units' contemporaneous data with adaptive similarity weights and miscoverage levels to deliver stepwise and long-run coverage guarantees.