Mondrian Conformal Prediction
A stratified variant of the conformal prediction framework that constructs prediction intervals with finite-sample validity guarantees without parametric assumptions on the data distribution. Calibration is performed separately by class or stratum to ensure that coverage guarantees hold independently for each subgroup.
Timeline (last 90 days)
The study uses a gradient boosting architecture to fit the emissions baseline and introduces Mondrian Conformal Prediction to provide prediction intervals with statistical guarantees.
The Mondrian variant calibrates samples separately by category or stratum, so that coverage guarantees hold independently within each subgroup.
All Facts (2)
The study uses a gradient boosting architecture to fit the emissions baseline and introduces Mondrian Conformal Prediction to provide prediction intervals with statistical guarantees.
50%UnverifiedThe Mondrian variant calibrates samples separately by category or stratum, so that coverage guarantees hold independently within each subgroup.
50%