38 citations · 92 across the 17 of their papers we have counts for
3 papers · 1 filter
Consistent Robust Adversarial Prediction for General Multiclass Classification
Rizal Fathony, Kaiser Asif, Anqi Liu +5
We propose a robust adversarial prediction framework for general multiclass classification. Our method seeks predictive distributions that robustly optimize non-convex and non-cont…
Distributionally Robust Graphical Models
Rizal Fathony, Ashkan Rezaei, Mohammad Ali Bashiri +2
In many structured prediction problems, complex relationships between variables are compactly defined using graphical structures. The most prevalent graphical prediction methods---…
Distributed Stochastic Optimization of the Regularized Risk
Shin Matsushima, Hyokun Yun, Xinhua Zhang +1
Many machine learning algorithms minimize a regularized risk, and stochastic optimization is widely used for this task. When working with massive data, it is desirable to perform s…