262 citations · 1.9k across the 68 of their papers we have counts for
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cs.LG2016★ 113 cited
Maximal Sparsity with Deep Networks?
Bo Xin, Yizhou Wang, Wen Gao +1
The iterations of many sparse estimation algorithms are comprised of a fixed linear filter cascaded with a thresholding nonlinearity, which collectively resemble a typical neural n…
cs.LG2015★ 5 cited
Stable Feature Selection from Brain sMRI
Bo Xin, Lingjing Hu, Yizhou Wang +1
Neuroimage analysis usually involves learning thousands or even millions of variables using only a limited number of samples. In this regard, sparse models, e.g. the lasso, are app…
cs.LG2014★ 1 cited
Exploring Algorithmic Limits of Matrix Rank Minimization under Affine Constraints
Bo Xin, David Wipf
Many applications require recovering a matrix of minimal rank within an affine constraint set, with matrix completion a notable special case. Because the problem is NP-hard in gene…