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stat.ML2019
The Implicit Regularization of Ordinary Least Squares Ensembles
Daniel LeJeune, Hamid Javadi, Richard G. Baraniuk
Ensemble methods that average over a collection of independent predictors that are each limited to a subsampling of both the examples and features of the training data command a si…
stat.ML2017★ 24 cited
Porcupine Neural Networks: (Almost) All Local Optima are Global
Soheil Feizi, Hamid Javadi, Jesse Zhang +1
Neural networks have been used prominently in several machine learning and statistics applications. In general, the underlying optimization of neural networks is non-convex which m…