19 citations · 100 across the 32 of their papers we have counts for
3 papers · 1 filter
Uniform Consistency of the Highly Adaptive Lasso Estimator of Infinite Dimensional Parameters
Mark J. van der Laan, Aurélien F. Bibaut
Consider the case that we observe independent and identically distributed copies of a random variable with a probability distribution known to be an element of a specified stat…
Data-adaptive smoothing for optimal-rate estimation of possibly non-regular parameters
Aurelien F. Bibaut, Mark J. van der Laan
We consider nonparametric inference of finite dimensional, potentially non-pathwise differentiable target parameters. In a nonparametric model, some examples of such parameters tha…
The Relative Performance of Ensemble Methods with Deep Convolutional Neural Networks for Image Classification
Cheng Ju, Aurélien Bibaut, Mark J. van der Laan
Artificial neural networks have been successfully applied to a variety of machine learning tasks, including image recognition, semantic segmentation, and machine translation. Howev…