Journal of the American Statistical Association
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5.03
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#1Matthew Blackwell (Harvard University)H-Index: 14
#2Nicole E. Pashley (RU: Rutgers, The State University of New Jersey)H-Index: 3
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#1Yichen Zhu (Duke University)
#2Cheng Li (NUS: National University of Singapore)H-Index: 6
Last. David B. Dunson (Duke University)H-Index: 90
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Classification algorithms face difficulties when one or more classes have limited training data. We are particularly interested in classification trees, due to their interpretability and flexibilit...
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The synthetic control method is widely used in comparative case studies to adjust for differences in pre-treatment characteristics. A major attraction of the method is that it limits extrapolation bias that can occur when untreated units with different pre-treatment characteristics are combined using a traditional adjustment, such as a linear regression. Instead, the SC estimator is susceptible to interpolation bias because it uses a convex weighted average of the untreated units to create a syn...
Source
#1David J. Edwards (VCU: Virginia Commonwealth University)H-Index: 12
#2Robert W. Mee (UTK: University of Tennessee at Knoxville)H-Index: 19
Two-level fractional factorial designs are often used in screening scenarios to identify active factors. This article investigates the block diagonal structure of the information matrix of nonregul...
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#1Michael Law (UM: University of Michigan–Ann Arbor)
#2Ya'acov Ritov (UM: University of Michigan–Ann Arbor)H-Index: 31
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#1Zhibo Cai (NUS: National University of Singapore)
#2Yingcun Xia (UESTC: University of Electronic Science and Technology of China)H-Index: 28
Last. Weiqiang Hang (NUS: National University of Singapore)H-Index: 1
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#1Brian D. Williamson (CHIL: Cape Town HVTN Immunology Laboratory / Hutchinson Centre Research Institute of South Africa)H-Index: 8
#2Peter B Gilbert (CHIL: Cape Town HVTN Immunology Laboratory / Hutchinson Centre Research Institute of South Africa)H-Index: 5
Last. Marco Carone (CHIL: Cape Town HVTN Immunology Laboratory / Hutchinson Centre Research Institute of South Africa)H-Index: 20
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In many applications, it is of interest to assess the relative contribution of features (or subsets of features) toward the goal of predicting a response — in other words, to gauge the variable imp...
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#1Hui Chen (NKU: Nankai University)
#2Haojie Ren (SJTU: Shanghai Jiao Tong University)H-Index: 4
Last. Changliang Zou (NKU: Nankai University)H-Index: 33
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In multiple change-point analysis, one of the main difficulties is to determine the number of change-points. Various consistent selection methods, including the use of Schwarz information criterion...
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#1Liu Wei (SWUFE: Southwestern University of Finance and Economics)
#2Huazhen Lin (SWUFE: Southwestern University of Finance and Economics)H-Index: 9
Last. Jin Liu (NUS: National University of Singapore)H-Index: 16
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As high-dimensional data measured with mixed-type variables gradually become prevalent, it is particularly appealing to represent those mixed-type high-dimensional data using a much smaller set of ...
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#1Aaron J. Molstad (UF: University of Florida)H-Index: 3
#2Adam J. Rothman (University of Minnesota)H-Index: 11
We propose a penalized likelihood method to fit the bivariate categorical response regression model. Our method allows practitioners to estimate which predictors are irrelevant, which predictors on...
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