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10/11/2020
Detecting Foodborne Illness Complaints in Multiple Languages Using English Annotations Only
Health departments have been deploying text classification systems for t...
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05/16/2020
Classification vs regression in overparameterized regimes: Does the loss function matter?
We compare classification and regression tasks in the overparameterized ...
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06/13/2018
Overfitting or perfect fitting? Risk bounds for classification and regression rules that interpolate
Many modern machine learning models are trained to achieve zero or near-...
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02/19/2018
Tail bounds for volume sampled linear regression
The n × d design matrix in a linear regression problem is given, but the...
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02/09/2018
On the Connection between Differential Privacy and Adversarial Robustness in Machine Learning
Adversarial examples in machine learning has been a topic of intense res...
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07/03/2017
Time Series Forecasting Based on Augmented Long Short-Term Memory
In this paper, we use recurrent autoencoder model to predict the time se...
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06/27/2012
A concentration theorem for projections
X in R^D has mean zero and finite second moments. We show that there is ...
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06/25/2012
