Maryam Hoseini-Behbahani

Practical Advantages of Online Conformal Prediction for Data Streams

Full conformal prediction offers finite-sample marginal coverage guarantees under exchangeability, but exact computation can be costly, while its classical guarantees do not directly extend to non-stationary data streams. We compare four sequential conformal regression procedures with a weighted full-conformal benchmar...