40 citations · 223 across the 28 of their papers we have counts for
Showing 2016Show all
3 papers · 1 filter
math.NA2016★ 24 cited
Scalable Algorithms for Tractable Schatten Quasi-Norm Minimization
Fanhua Shang, Yuanyuan Liu, James Cheng
The Schatten-p quasi-norm is usually used to replace the standard nuclear norm in order to approximate the rank function more accurately. However, existing Schatten-p qua…
cs.IT2016★ 10 cited
Unified Scalable Equivalent Formulations for Schatten Quasi-Norms
Fanhua Shang, Yuanyuan Liu, James Cheng
The Schatten quasi-norm can be used to bridge the gap between the nuclear norm and rank function, and is the tighter approximation to matrix rank. However, most existing Schatten q…
cs.LG2016
Regularized Orthogonal Tensor Decompositions for Multi-Relational Learning
Fanhua Shang, James Cheng, Hong Cheng
Multi-relational learning has received lots of attention from researchers in various research communities. Most existing methods either suffer from superlinear per-iteration cost,…