Panagiotis Papapetrou

SurvCF(t): Counterfactual Explanations for Survival Analysis in Predictive Maintenance Multivariate Time Series Data

Zara Karazian, Panagiotis Papapetrou, Sindri Magnússon, Erik Frisk, Tony Lindgren

Predictive maintenance relies on accurate Remaining Useful Life estimation, often formulated using survival analysis over multivariate time-series data. While modern deep survival models achieve strong predictive performance, their black-box nature limits their use in safety-crit…Read more