Zhixin Zhou

Adaptive Conformal Inference by Particle Filtering under Hidden Markov Models

2024 · arXiv (Cornell University)

Conformal inference is a statistical method used to construct prediction sets for point predictors, providing reliable uncertainty quantification with probability guarantees. This method utilizes historical labeled data to estimate the conformity or nonconformity between predictions …