JuliaTrustworthyAI / ConformalPrediction.jl

Predictive Uncertainty Quantification through Conformal Prediction for Machine Learning models trained in MLJ.
https://juliatrustworthyai.github.io/ConformalPrediction.jl/
MIT License
135 stars 12 forks source link

Add support for Quantile regression #34

Closed pat-alt closed 6 months ago

pat-alt commented 1 year ago

MLJLinearModels.jl has a QuantileRegressor that (I presume) returns and interval. Section 2.2 outlines how Conformalize Quantile Regression can be implemented. Like with #32 I'm not sure how easy it is to simply adapt the score functions in order to then still be able to use all of the different approaches to conformalizing regression. Probably easier than #32 and would definitely be desirable in this case.

pat-alt commented 6 months ago

Closed by #96