Haroon Mahmood

Enhancing Clinical Prediction via Synthetic Tabular Data Generation Using Deep Generative Models

The development of reliable machine learning (ML) models for clinical diagnosis is hindered by limited availability of large-scale, diverse, and high-quality medical datasets due to privacy constraints, class imbalance, and data heterogeneity. Synthetic data generation using deep generative models provides a promising...