4 papers
Scaling-Score Conformal Prediction for Multi-Target Regression
Sylvain Rousseau, Soundouss Messoudi
Multi-target regression requires a model to simultaneously predict several related outputs. Conformal prediction provides distribution-free, finite-sample marginal coverage guarant…
SPACR: Single-Pass Adaptive Training of Uncertainty-Aware Conformal Regressors
Soundouss Messoudi, Sylvain Rousseau, Sébastien Destercke
Conformal Prediction (CP) provides robust uncertainty guarantees for predictive models, but is typically applied post hoc, which misaligns model training with the conformal goal of…
Enterprise Disk Drive Scrubbing Based on Mondrian Conformal Predictors
Rahul Vishwakarma, Jinha Hwang, Soundouss Messoudi +1
Disk scrubbing is a process aimed at resolving read errors on disks by reading data from the disk. However, scrubbing the entire storage array at once can adversely impact system p…
Copula-based conformal prediction for Multi-Target Regression
Soundouss Messoudi, Sébastien Destercke, Sylvain Rousseau
There are relatively few works dealing with conformal prediction for multi-task learning issues, and this is particularly true for multi-target regression. This paper focuses on th…