Name
Title | ||
|---|---|---|
CP decomposition approach to blind separation for DS-CDMA system using a new performance index. |
Abstract | ||
|---|---|---|
In this paper, we present a canonical polyadic (CP) tensor decomposition isolating the scaling matrix. This has two major implications: (i) the problem conditioning shows up explicitly and could be controlled through a constraint on the so-called coherences and (ii) a performance criterion concerning the factor matrices can be exactly calculated and is more realistic than performance metrics used in the literature. Two new algorithms optimizing the CP decomposition based on gradient descent are proposed. This decomposition is illustrated by an application to direct-sequence code division multiplexing access (DS-CDMA) systems; computer simulations are provided and demonstrate the good behavior of these algorithms, compared to others in the literature. |
Year | DOI | Venue |
|---|---|---|
2014 | 10.1186/1687-6180-2014-128 | EURASIP J. Adv. Sig. Proc. |
Keywords | Field | DocType |
CP decomposition, Tensor, DS-CDMA, Blind separation, Optimization | Gradient descent,Tensor,Performance index,Matrix (mathematics),Computer science,Algorithm,Code division multiple access,Scaling,Decomposition,Tensor decomposition | Journal |
Volume | Issue | ISSN |
2014 | 1 | 1687-6180 |
Citations | PageRank | References |
3 | 0.52 | 12 |
Authors | ||
4 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| Awatif Rouijel | 1 | 3 | 1.53 |
| Khalid Minaoui | 2 | 7 | 7.42 |
| Pierre Comon | 3 | 3 | 0.52 |
| Driss Aboutajdine | 4 | 589 | 88.82 |