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Xiao-Qian Wang

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Preprint Oct 2026

Efficient conformal prediction intervals for time series: Online PID-Expert aggregation

For a given point forecaster, proportional-integral-derivative (PID) calibration configurations can attain similar overall coverage yet produce different interval widths. We introduce PID-Expert, an online aggregation method for improving the efficiency of conformal prediction intervals for time series. PID-Expert comb...

Guo-Dong Liu, Yan-Fei Kang, Ren-Zhe Miao et al. · 1 citation

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