24 citations · 24 across the 1 of their papers we have counts for
4 papers
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…
Implicit Rugosity Regularization via Data Augmentation
Daniel LeJeune, Randall Balestriero, Hamid Javadi +1
Deep (neural) networks have been applied productively in a wide range of supervised and unsupervised learning tasks. Unlike classical machine learning algorithms, deep networks typ…
False Discovery Rate Control via Debiased Lasso
Adel Javanmard, Hamid Javadi
We consider the problem of variable selection in high-dimensional statistical models where the goal is to report a set of variables, out of many predictors , that…
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…