Search Results for author: Chancellor Johnstone

Found 4 papers, 1 papers with code

Exact and Approximate Conformal Inference in Multiple Dimensions

no code implementations31 Oct 2022 Chancellor Johnstone, Eugene Ndiaye

It is common in machine learning to estimate a response y given covariate information x.

Conformal Prediction

Constructing Prediction Intervals with Neural Networks: An Empirical Evaluation of Bootstrapping and Conformal Inference Methods

1 code implementation7 Oct 2022 Alex Contarino, Christine Schubert Kabban, Chancellor Johnstone, Fairul Mohd-Zaid

In the second step, 20 algorithms for constructing PIs, each using the principles of bootstrapping or conformal inference, are implemented to determine which provides the best performance while maintaining reasonable computational burden.

Prediction Intervals

Conformal Uncertainty Sets for Robust Optimization

no code implementations31 May 2021 Chancellor Johnstone, Bruce Cox

Decision-making under uncertainty is hugely important for any decisions sensitive to perturbations in observed data.

Conformal Prediction Decision Making +3

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