8 citations · 11 across the 4 of their papers we have counts for
4 papers
Hierarchical nuclear norm penalization for multi-view data
Sangyoon Yi, Raymond K. W. Wong, Irina Gaynanova
The prevalence of data collected on the same set of samples from multiple sources (i.e., multi-view data) has prompted significant development of data integration methods based on…
Implicit Sparse Regularization: The Impact of Depth and Early Stopping
Jiangyuan Li, Thanh V. Nguyen, Chinmay Hegde +1
In this paper, we study the implicit bias of gradient descent for sparse regression. We extend results on regression with quadratic parametrization, which amounts to depth-2 diagon…
Matrix Completion with Model-free Weighting
Jiayi Wang, Raymond K. W. Wong, Xiaojun Mao +1
In this paper, we propose a novel method for matrix completion under general non-uniform missing structures. By controlling an upper bound of a novel balancing error, we construct…
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…