LUNGSIGHT: ACTGAN-AUGMENTEDPREDICTIVE DASHBOARD FOR EARLY LUNG CANCER DIAGNOSIS

Abstract

LUNGSIGHT is an advanced predictive healthcare system designed to enable early detection of lung cancer using deep learning and synthetic data augmentation techniques. The system leverages Auxiliary Classifier Generative Adversarial Networks (ACTGAN) to generate highquality synthetic medical data, addressing the challenges of limited and imbalanced datasets. By integrating machine learning models with an interactive dashboard, LUNGSIGHT provides real-time predictions, visualization, and insights for healthcare professionals. The platform enhances diagnostic accuracy, reduces false negatives, and supports early intervention, ultimately improving patient outcomes and survival rates.