Search Results for author: Samuel G. Finlayson

Found 5 papers, 3 papers with code

Subgraph Neural Networks

1 code implementation NeurIPS 2020 Emily Alsentzer, Samuel G. Finlayson, Michelle M. Li, Marinka Zitnik

Deep learning methods for graphs achieve remarkable performance on many node-level and graph-level prediction tasks.

Privacy-Preserving Distributed Deep Learning for Clinical Data

no code implementations4 Dec 2018 Brett K. Beaulieu-Jones, William Yuan, Samuel G. Finlayson, Zhiwei Steven Wu

Deep learning with medical data often requires larger samples sizes than are available at single providers.

Privacy Preserving

Towards generative adversarial networks as a new paradigm for radiology education

no code implementations4 Dec 2018 Samuel G. Finlayson, Hyunkwang Lee, Isaac S. Kohane, Luke Oakden-Rayner

Medical students and radiology trainees typically view thousands of images in order to "train their eye" to detect the subtle visual patterns necessary for diagnosis.

Generative Adversarial Network

Adversarial Attacks Against Medical Deep Learning Systems

1 code implementation15 Apr 2018 Samuel G. Finlayson, Hyung Won Chung, Isaac S. Kohane, Andrew L. Beam

The discovery of adversarial examples has raised concerns about the practical deployment of deep learning systems.

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