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stat.ML2018
Is Ordered Weighted Regularized Regression Robust to Adversarial Perturbation? A Case Study on OSCAR
Pin-Yu Chen, Bhanukiran Vinzamuri, Sijia Liu
Many state-of-the-art machine learning models such as deep neural networks have recently shown to be vulnerable to adversarial perturbations, especially in classification tasks. Mo…
stat.ML2018
Structure Learning from Time Series with False Discovery Control
Bernat Guillen Pegueroles, Bhanukiran Vinzamuri, Karthikeyan Shanmugam +3
We consider the Granger causal structure learning problem from time series data. Granger causal algorithms predict a 'Granger causal effect' between two variables by testing if pre…