Density-based Isometric Mapping

no code implementations • 4 Mar 2024 • Bardia Yousefi, Mélina Khansari, Ryan Trask, Patrick Tallon, Carina Carino, Arman Afrasiyabi, Vikas Kundra, Lan Ma, Lei Ren, Keyvan Farahani, Michelle Hershman

Multiple imaging datasets overall of 72, 236 cases, 70, 000 MINST data, 1596 from multiple Chest-XRay pneumonia datasets, and three NSCLC CT/PET datasets with a total of 640 lung cancer patients, were used to benchmark and validate PR-Isomap.

Dimensionality Reduction

AI-Enabled Lung Cancer Prognosis

no code implementations • 12 Feb 2024 • Mahtab Darvish, Ryan Trask, Patrick Tallon, Mélina Khansari, Lei Ren, Michelle Hershman, Bardia Yousefi

Lung cancer is the primary cause of cancer-related mortality, claiming approximately 1. 79 million lives globally in 2020, with an estimated 2. 21 million new cases diagnosed within the same period.

Survival Prediction