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[会议论文] 作者:Jiashun Jin, 来源:The Third IMS-China International Conference on Statistics a 年份:2011
  Consider a linear regression model Y =Xβ + z, z ~ N(0.In), X =Xn,p,where both p and n are large but p > n.The vector β is unknown but is sparse in the sen...
[会议论文] 作者:Jiashun Jin, 来源:IMS-China International Conference on Statistics and Probabi 年份:2008
  For modern high-dimensional classification, one often uses thresholding of fea ture z-scores to select features for use in linear classifiers.However, it re...
[会议论文] 作者:Jiashun Jin,Zhigen Zhao, 来源:The Third IMS-China International Conference on Statistics a 年份:2011
  When considering the right sided test, the procedure of Benjamini and Hochberg (1995) chooses the ideal rejection region as [x0, +∞).The procedure is optim...
[会议论文] 作者:Shiqiong Huang,Jiashun Jin,Zhigang Yao, 来源:The 24th International Workshop on Matrices and Statistics(第 年份:2015
  We propose Partial Correlation Screening (PCS) as a new row-by-row approach. To estimate the i-th row of Ω, 1 ≤ i ≤ p, PCS uses a Screen step and a Clean...
[会议论文] 作者:Hong Zhang,Jiashun Jin,Zheyang Wu, 来源:上海交通大学 年份:2016
In big data analysis for detecting rare and weak signals among n features,the Higher Criticism test(HC),Berk-Jones test(B-J),and some (o) -divergence tests have been proven optimal under the asymptoti...
[会议论文] 作者:Wanjie Wang,Jiashun Jin,Zheng Tracy Ke, 来源:上海交通大学 年份:2016
We consider a two-class clustering problem,where we observe a large number of features but only a small fraction of them contribute to the class labels.There are three problems here: 1)Test whether th...
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