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stat.ML2025
An adaptive subsampling method for large-sample feature screening
Xiaxue Ouyang, Kejun He, Cheng Meng
We consider the sure independence screening (SIS) method, a standard feature screening approach that aims to eliminate non-informative features in ultrahigh-dimensional datasets. A…
stat.ML2020★ 8 cited
CP Degeneracy in Tensor Regression
Ya Zhou, Raymond K. W. Wong, Kejun He
Tensor linear regression is an important and useful tool for analyzing tensor data. To deal with high dimensionality, CANDECOMP/PARAFAC (CP) low-rank constraints are often imposed…