61 citations · 68 across the 3 of their papers we have counts for
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stat.ML2012
Smooth Sparse Coding via Marginal Regression for Learning Sparse Representations
Krishnakumar Balasubramanian, Kai Yu, Guy Lebanon
We propose and analyze a novel framework for learning sparse representations, based on two statistical techniques: kernel smoothing and marginal regression. The proposed approach p…
stat.ML2009★ 7 cited
High Dimensional Nonlinear Learning using Local Coordinate Coding
Kai Yu, Tong Zhang
This paper introduces a new method for semi-supervised learning on high dimensional nonlinear manifolds, which includes a phase of unsupervised basis learning and a phase of superv…