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Instance-Level Costs for Nuanced Classifier Evaluation

cs.LG · 2026-05-04 · unverdicted · novelty 6.0

Normalized excess cost (NEC) reveals that classifiers typically make fewer high-cost errors than raw error rates suggest, with cost-sensitive training providing benefits only when instance costs are predictable from input features.

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  • Instance-Level Costs for Nuanced Classifier Evaluation cs.LG · 2026-05-04 · unverdicted · none · ref 9

    Normalized excess cost (NEC) reveals that classifiers typically make fewer high-cost errors than raw error rates suggest, with cost-sensitive training providing benefits only when instance costs are predictable from input features.