195 citations · 196 across the 3 of their papers we have counts for
3 papers
stat.ML2012
Asymptotic Generalization Bound of Fisher's Linear Discriminant Analysis
Wei Bian, Dacheng Tao
Fisher's linear discriminant analysis (FLDA) is an important dimension reduction method in statistical pattern recognition. It has been shown that FLDA is asymptotically Bayes opti…
stat.ML2012★ 1 cited
Risk Bounds for Infinitely Divisible Distribution
Chao Zhang, Dacheng Tao
In this paper, we study the risk bounds for samples independently drawn from an infinitely divisible (ID) distribution. In particular, based on a martingale method, we develop two…
cs.LG2010★ 195 cited
Manifold Elastic Net: A Unified Framework for Sparse Dimension Reduction
Tianyi Zhou, Dacheng Tao, Xindong Wu
It is difficult to find the optimal sparse solution of a manifold learning based dimensionality reduction algorithm. The lasso or the elastic net penalized manifold learning based…