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stat.ML2012
An efficient model-free estimation of multiclass conditional probability
Tu Xu, Junhui Wang
Conventional multiclass conditional probability estimation methods, such as Fisher's discriminate analysis and logistic regression, often require restrictive distributional model a…
stat.ML2012★ 66 cited
Consistent selection of tuning parameters via variable selection stability
Wei Sun, Junhui Wang, Yixin Fang
Penalized regression models are popularly used in high-dimensional data analysis to conduct variable selection and model fitting simultaneously. Whereas success has been widely rep…