Kory D. Johnson

activity

20152022

most citedAdaptive, Distribution-Free Prediction Intervals for Deep Networks

48 citations · 95 across the 9 of their papers we have counts for

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math.ST2015★ 15 cited

A Risk Ratio Comparison of $l_{0}$ and $l_{1}$ Penalized Regression

Kory D. Johnson, Dongyu Lin, Lyle H. Ungar +2

There has been an explosion of interest in using $l_{1}$ -regularization in place of $l_{0}$ -regularization for feature selection. We present theoretical results showing that while $l_1…

math.ST2015★ 1 cited

Submodularity in Statistics: Comparing the Success of Model Selection Methods

Kory D. Johnson, Robert A. Stine, Dean P. Foster

We demonstrate the usefulness of submodularity in statistics as a characterization of the difficulty of the \emph{search} problem of feature selection. The search problem is the ab…

A Risk Ratio Comparison of l0​ and l1​ Penalized Regression

Submodularity in Statistics: Comparing the Success of Model Selection Methods

A Risk Ratio Comparison of $l_{0}$ and $l_{1}$ Penalized Regression