25 citations · 73 across the 12 of their papers we have counts for
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cs.LG2022★ 2 cited
A New Perspective for Understanding Generalization Gap of Deep Neural Networks Trained with Large Batch Sizes
Oyebade K. Oyedotun, Konstantinos Papadopoulos, Djamila Aouada
Deep neural networks (DNNs) are typically optimized using various forms of mini-batch gradient descent algorithm. A major motivation for mini-batch gradient descent is that with a…
cs.LG2015★ 25 cited
Ensemble of Example-Dependent Cost-Sensitive Decision Trees
Alejandro Correa Bahnsen, Djamila Aouada, Bjorn Ottersten
Several real-world classification problems are example-dependent cost-sensitive in nature, where the costs due to misclassification vary between examples and not only within classe…