331 citations · 1.3k across the 39 of their papers we have counts for
Showing 2015Show all
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stat.ME2015★ 34 cited
Network assisted analysis to reveal the genetic basis of autism
Li Liu, Jing Lei, Kathryn Roeder
While studies show that autism is highly heritable, the nature of the genetic basis of this disorder remains illusive. Based on the idea that highly correlated genes are functional…
stat.ML2015★ 76 cited
Learning with Differential Privacy: Stability, Learnability and the Sufficiency and Necessity of ERM Principle
Yu-Xiang Wang, Jing Lei, Stephen E. Fienberg
While machine learning has proven to be a powerful data-driven solution to many real-life problems, its use in sensitive domains has been limited due to privacy concerns. A popular…
stat.ME2015
Localized Functional Principal Component Analysis
Kehui Chen, Jing Lei
We propose localized functional principal component analysis (LFPCA), looking for orthogonal basis functions with localized support regions that explain most of the variability of…