Margarita L. Zuley

Learning knowledge from longitudinal data of mammograms to improving breast cancer risk prediction

2021

Breast cancer risk prediction is becoming increasingly important especially after recent advances in deep learning models. In breast cancer screening, it is common that patients have multiple longitudinal mammogram examinations, where the longitudinal imaging data …

Longmambattn: A Novel Architecture for Enhanced Breast Cancer Risk Prediction Using Variable-Length Longitudinal Mammograms

2025

Recent advancements in deep learning have shown significant potential in predicting breast cancer risk from mammograms. While leveraging longitudinal changes in mammograms is crucial for accurate risk prediction, existing models often face limitations in capturing …