384 citations · 2.9k across the 103 of their papers we have counts for
3 papers · 1 filter
Hypothesis Transfer Learning via Transformation Functions
Simon Shaolei Du, Jayanth Koushik, Aarti Singh +1
We consider the Hypothesis Transfer Learning (HTL) problem where one incorporates a hypothesis trained on the source domain into the learning procedure of the target domain. Existi…
Efficient Nonparametric Smoothness Estimation
Shashank Singh, Simon S. Du, Barnabás Póczos
Sobolev quantities (norms, inner products, and distances) of probability density functions are important in the theory of nonparametric statistics, but have rarely been used in pra…
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…