OSCP optimizes conformal prediction score offsets via MILP minimization of an empirical region-size proxy for time-series, with validity guarantees and reduced computation versus prior methods.
However, the computation cost for LCP can be very large (see Table I in Section IV-C), and it still has larger volumes than our method, OSCP
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Efficient Quantification of Time-Series Prediction Error: Optimal Selection Conformal Prediction
OSCP optimizes conformal prediction score offsets via MILP minimization of an empirical region-size proxy for time-series, with validity guarantees and reduced computation versus prior methods.