madhav.gupta@polytechnique.edu

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International Conference on Data Management, Analytics and Innovation (ICDMAI) · 2026 · In Press

Minority Class Over-Sampling Using Random Forest Proximity Matrix and Genetic Algorithms

Researcher — Results Validation & Manuscript Writing 3rd Place, Best Paper Class ImbalanceGenetic AlgorithmsRandom Forests

Proposed a Random Forest Proximity-based Oversampling (RF-POS) technique that outperformed SMOTE across 18 benchmark datasets (MCC 91.61% vs. 90.93%), with Genetic Algorithms for synthetic-sample selection improving MCC by a further 2.09%.

Accepted 2025, in press. Placed 3rd in the Best Paper category at ICDMAI 2026.