368 citations · 1.4k across the 51 of their papers we have counts for
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stat.ML2015★ 25 cited
Proximal gradient method for huberized support vector machine
Yangyang Xu, Ioannis Akrotirianakis, Amit Chakraborty
The Support Vector Machine (SVM) has been used in a wide variety of classification problems. The original SVM uses the hinge loss function, which is non-differentiable and makes th…
stat.ML2015★ 1 cited
Alternating direction method of multipliers for regularized multiclass support vector machines
Yangyang Xu, Ioannis Akrotirianakis, Amit Chakraborty
The support vector machine (SVM) was originally designed for binary classifications. A lot of effort has been put to generalize the binary SVM to multiclass SVM (MSVM) which are mo…