1.2k citations · 2.5k across the 23 of their papers we have counts for
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stat.ML2016★ 14 cited
An Improved Gap-Dependency Analysis of the Noisy Power Method
Maria Florina Balcan, Simon S. Du, Yining Wang +1
We consider the noisy power method algorithm, which has wide applications in machine learning and statistics, especially those related to principal component analysis (PCA) under r…
stat.ML2016★ 28 cited
On Computationally Tractable Selection of Experiments in Measurement-Constrained Regression Models
Yining Wang, Adams Wei Yu, Aarti Singh
We derive computationally tractable methods to select a small subset of experiment settings from a large pool of given design points. The primary focus is on linear regression mode…