Browsing Mathematics (Faculty of) by Subject "interpretability"
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Less is More: Restricted Representations for Better Interpretability and Generalizability
(University of Waterloo, 2023-08-22)Deep neural networks are prevalent in supervised learning for large amounts of tasks such as image classification, machine translation and even scientific discovery. Their success is often at the sacrifice of interpretability ... -
Trade-Offs between Fairness, Interpretability, and Privacy in Machine Learning
(University of Waterloo, 2020-05-14)Algorithms have increasingly been deployed to make consequential decisions, and there have been many ethical questions raised about how these algorithms function. Three ethical considerations we look at in this work are ...