Name
Title | ||
|---|---|---|
Tensor Deflation for CANDECOMP/PARAFAC— Part I: Alternating Subspace Update Algorithm |
Abstract | ||
|---|---|---|
CANDECOMP/PARAFAC (CP) approximates multiway data by sum of rank-1 tensors. Unlike matrix decomposition, the procedure which estimates the best rank- R tensor approximation through R sequential best rank-1 approximations does not work for tensors, because the deflation does not always reduce the tensor rank. In this paper, we propose a novel deflation method for the problem. When one factor matrix... |
Year | DOI | Venue |
|---|---|---|
2015 | 10.1109/TSP.2015.2458785 | IEEE Transactions on Signal Processing |
Keywords | Field | DocType |
Tensile stress,Matrix decomposition,Signal processing algorithms,Approximation methods,Estimation,Data mining,Sparse matrices | Rank (linear algebra),Tensor (intrinsic definition),Tensor,Matrix (mathematics),Symmetric tensor,Tensor contraction,Multilinear map,Discrete mathematics,Mathematical optimization,Combinatorics,Matrix decomposition,Algorithm,Mathematics | Journal |
Volume | Issue | ISSN |
63 | 22 | 1053-587X |
Citations | PageRank | References |
5 | 0.42 | 25 |
Authors | ||
3 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| Anh Huy Phan | 1 | 828 | 51.60 |
| Petr Tichavský | 2 | 341 | 41.01 |
| Andrzej Cichocki | 3 | 5228 | 508.42 |