Matthew Cleaveland

Conformal Prediction Regions for Time Series using Linear Complementarity Programming

2023 · arXiv (Cornell University)

Conformal prediction is a statistical tool for producing prediction regions of machine learning models that are valid with high probability. However, applying conformal prediction to time series data leads to conservative prediction regions. In fact, …