Search Results for author: Mohamed Abdelhack

Found 4 papers, 3 papers with code

A Modulation Layer to Increase Neural Network Robustness Against Data Quality Issues

1 code implementation19 Jul 2021 Mohamed Abdelhack, Jiaming Zhang, Sandhya Tripathi, Bradley A Fritz, Daniel Felsky, Michael S Avidan, Yixin Chen, Christopher R King

Data missingness and quality are common problems in machine learning, especially for high-stakes applications such as healthcare.

Imputation

(Un)fairness in Post-operative Complication Prediction Models

no code implementations3 Nov 2020 Sandhya Tripathi, Bradley A. Fritz, Mohamed Abdelhack, Michael S. Avidan, Yixin Chen, Christopher R. King

With the current ongoing debate about fairness, explainability and transparency of machine learning models, their application in high-impact clinical decision-making systems must be scrutinized.

Decision Making Fairness

An Open-source Tool for Hyperspectral Image Augmentation in Tensorflow

1 code implementation30 Mar 2020 Mohamed Abdelhack

Tensorflow tool allows for rapid prototyping and testing of deep learning models, however, its built-in image generator is designed to handle a maximum of four spectral channels.

General Classification Image Augmentation +2

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