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Aligning Data-Driven Predictors with Allocation: A Decision-Focused Approach to Survival Analysis

arXiv cs.LG · 2026-06-03 Cached

This paper introduces a decision-focused learning approach for survival analysis that aligns predictive models with downstream allocation decisions, using NDCG optimization. Applied to US heart transplant data, it improves ranking performance by 50-100%, potentially yielding thousands of additional life-years annually.

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