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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★ 149 cited
MahNMF: Manhattan Non-negative Matrix Factorization
Naiyang Guan, Dacheng Tao, Zhigang Luo +1
Non-negative matrix factorization (NMF) approximates a non-negative matrix by a product of two non-negative low-rank factor matrices and . NMF and its extensions minimiz…
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…