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quant-ph2025
Quantum-Inspired Optimization Process for Data Imputation
Nishikanta Mohanty, Bikash K. Behera, Badshah Mukherjee +2
Data imputation is a critical preprocessing step, particularly in clinical datasets where missingness can bias downstream inference. We propose a quantum-inspired imputation framew…
quant-ph2025
Quantum SMOTE with Angular Outliers: Redefining Minority Class Handling
Nishikanta Mohanty, Bikash K. Behera, Christopher Ferrie
This paper introduces Quantum-SMOTEV2, an advanced variant of the Quantum-SMOTE method, leveraging quantum computing to address class imbalance in machine learning datasets without…