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Sparse Learning in reproducing kernel Hilbert space

Jan 03, 2019
Xin He, Junhui Wang


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Scalable kernel-based variable selection with sparsistency

Feb 27, 2018
Xin He, Junhui Wang, Shaogao Lv

* 27 pages, 5 figures 

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Consistent selection of tuning parameters via variable selection stability

Dec 13, 2013
Wei Sun, Junhui Wang, Yixin Fang

* Journal of Machine Learning Research 2013, Vol. 14, 3419-3440 
* Published in JMLR (http://jmlr.org/papers/v14/

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An efficient model-free estimation of multiclass conditional probability

Aug 01, 2013
Tu Xu, Junhui Wang


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Joint estimation of sparse multivariate regression and conditional graphical models

Jun 19, 2013
Junhui Wang

* 29 pages, 1 figure 

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A note on selection stability: combining stability and prediction

Jan 30, 2013
Yixin Fang, Junhui Wang, Wei Sun


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