51 citations · 112 across the 28 of their papers we have counts for
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stat.ME2017★ 51 cited
Sparse-Input Neural Networks for High-dimensional Nonparametric Regression and Classification
Jean Feng, Noah Simon
Neural networks are usually not the tool of choice for nonparametric high-dimensional problems where the number of input features is much larger than the number of observations. Th…
q-bio.PE2017★ 3 cited
Survival analysis of DNA mutation motifs with penalized proportional hazards
Jean Feng, David A. Shaw, Vladimir N. Minin +2
Antibodies, an essential part of our immune system, develop through an intricate process to bind a wide array of pathogens. This process involves randomly mutating DNA sequences en…
stat.ML2017★ 1 cited
Gradient-based Regularization Parameter Selection for Problems with Non-smooth Penalty Functions
Jean Feng, Noah Simon
In high-dimensional and/or non-parametric regression problems, regularization (or penalization) is used to control model complexity and induce desired structure. Each penalty has a…