1.7k citations · 3.1k across the 23 of their papers we have counts for
Showing 2015 · stat.MLShow all
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stat.ML2015★ 67 cited
Joint Tensor Factorization and Outlying Slab Suppression with Applications
Xiao Fu, Kejun Huang, Wing-Kin Ma +2
We consider factoring low-rank tensors in the presence of outlying slabs. This problem is important in practice, because data collected in many real-world applications, such as spe…
stat.ML2015★ 175 cited
A Flexible and Efficient Algorithmic Framework for Constrained Matrix and Tensor Factorization
Kejun Huang, Nicholas D. Sidiropoulos, Athanasios P. Liavas
We propose a general algorithmic framework for constrained matrix and tensor factorization, which is widely used in signal processing and machine learning. The new framework is a h…