676 citations · 1k across the 35 of their papers we have counts for
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cs.LG2017★ 1 cited
Theoretical insights into the optimization landscape of over-parameterized shallow neural networks
Mahdi Soltanolkotabi, Adel Javanmard, Jason D. Lee
In this paper we study the problem of learning a shallow artificial neural network that best fits a training data set. We study this problem in the over-parameterized regime where…
math.ST2017
A Flexible Framework for Hypothesis Testing in High-dimensions
Adel Javanmard, Jason D. Lee
Hypothesis testing in the linear regression model is a fundamental statistical problem. We consider linear regression in the high-dimensional regime where the number of parameters…
cs.GT2017★ 11 cited
Perishability of Data: Dynamic Pricing under Varying-Coefficient Models
Adel Javanmard
We consider a firm that sells a large number of products to its customers in an online fashion. Each product is described by a high dimensional feature vector, and the market value…