41 citations · 98 across the 11 of their papers we have counts for
Showing 2015Show all
3 papers · 1 filter
math.NA2015
Spectral Compressed Sensing via CANDECOMP/PARAFAC Decomposition of Incomplete Tensors
Jun Fang, Linxiao Yang, Hongbin Li
We consider the line spectral estimation problem which aims to recover a mixture of complex sinusoids from a small number of randomly observed time domain samples. Compressed sensi…
math.NA2015★ 32 cited
An Iterative Reweighted Method for Tucker Decomposition of Incomplete Multiway Tensors
Linxiao Yang, Jun Fang, Hongbin Li +1
We consider the problem of low-rank decomposition of incomplete multiway tensors. Since many real-world data lie on an intrinsically low dimensional subspace, tensor low-rank decom…
cs.LG2015★ 2 cited
Sparse Bayesian Dictionary Learning with a Gaussian Hierarchical Model
Linxiao Yang, Jun Fang, Hong Cheng +1
We consider a dictionary learning problem whose objective is to design a dictionary such that the signals admits a sparse or an approximate sparse representation over the learned d…