110 citations · 121 across the 3 of their papers we have counts for
3 papers
stat.ME2015★ 2 cited
Parsimonious Tensor Response Regression
Lexin Li, Xin Zhang
Aiming at abundant scientific and engineering data with not only high dimensionality but also complex structure, we study the regression problem with a multidimensional array (tens…
stat.ME2014★ 9 cited
Tensor Generalized Estimating Equations for Longitudinal Imaging Analysis
Xiang Zhang, Lexin Li, Hua Zhou +2
In an increasing number of neuroimaging studies, brain images, which are in the form of multidimensional arrays (tensors), have been collected on multiple subjects at multiple time…
math.ST2012★ 110 cited
Principal support vector machines for linear and nonlinear sufficient dimension reduction
Bing Li, Andreas Artemiou, Lexin Li
We introduce a principal support vector machine (PSVM) approach that can be used for both linear and nonlinear sufficient dimension reduction. The basic idea is to divide the respo…