Search Results for author: Suzie El-Saden

Found 2 papers, 1 papers with code

Intra-Domain Task-Adaptive Transfer Learning to Determine Acute Ischemic Stroke Onset Time

no code implementations5 Nov 2020 Haoyue Zhang, Jennifer S Polson, Kambiz Nael, Noriko Salamon, Bryan Yoo, Suzie El-Saden, Fabien Scalzo, William Speier, Corey W Arnold

We apply this approach to both 2D and 3D CNN architectures with our top model achieving an ROC-AUC value of 0. 74, with a sensitivity of 0. 70 and a specificity of 0. 81 for classifying TSS < 4. 5 hours.

Specificity Transfer Learning

Discovering and interpreting transcriptomic drivers of imaging traits using neural networks

1 code implementation11 Dec 2019 Nova F. Smedley, Suzie El-Saden, William Hsu

To interpret the models, we propose gene masking and gene saliency to extract learned relationships from radiogenomic neural networks.

Quantitative Methods

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