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Steven M. Shugan

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#machine learning Preprint Oct 2026

Learning under Localized Minority Imbalance

A tree-based stratified approach that recursively partitions the feature space with the goal of reducing within-stratum LMI distortion, and introduces a gold-standard evaluation protocol that uses unbiased test sets and demonstrates that conventional hold-out evaluation from the same LMI-biased data can substantially m...

Amin Hosseininasab, Steven M. Shugan · 0 citations