Browsing Mathematics (Faculty of) by Supervisor "Wong, Alexander"
Now showing items 1-2 of 2
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Exploring New Forms of Random Projections for Prediction and Dimensionality Reduction in Big-Data Regimes
(University of Waterloo, 2018-05-01)The story of this work is dimensionality reduction. Dimensionality reduction is a method that takes as input a point-set P of n points in R^d where d is typically large and attempts to find a lower-dimensional representation ... -
Learn2Perturb: an End-to-end Feature Perturbation Learning to Improve Adversarial Robustness
(University of Waterloo, 2020-08-19)Deep neural networks have been achieving state-of-the-art performance across a wide variety of applications, and due to their outstanding performance, they are being deployed in safety and security critical systems. However, ...