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canonical polyadic decomposition (119) 119
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IEEE transactions on signal processing, ISSN 1941-0476, 07/2018, Volume 66, Issue 13, pp. 3475 - 3490
.... In this paper, J-BSS is addressed from a tensorial perspective. We show how, by using second-order multi-set statistics in J-BSS, a specific double coupled canonical polyadic decomposition (DC-CPD... 
Couplings | Tensile stress | Joint blind source separation | Signal processing algorithms | coupled canonical polyadic decomposition | Blind source separation | Matrix decomposition | tensor | Optimization | Engineering, Electrical & Electronic | Engineering | Technology | Science & Technology | Statistics - Machine Learning
Journal Article
IEEE journal of selected topics in signal processing, ISSN 1932-4553, 03/2016, Volume 10, Issue 2, pp. 284 - 295
.... The randomized block sampling canonical polyadic decomposition method presented here combines increasingly popular ideas from randomization and stochastic optimization to tackle the computational problems... 
Tensor decomposition | Indexes | Matrix decomposition | Approximation methods | CANDECOMP/PARAFAC | Optimization | Tensile stress | Signal processing algorithms | randomized algorithms | canonical polyadic decomposition | Approximation algorithms | block sampling | big data | blind source separation | Engineering, Electrical & Electronic | Engineering | Technology | Science & Technology | Decomposition | Tensors | Randomization | Computation | Mathematical analysis | Blocking | Sampling
Journal Article
SIAM journal on matrix analysis and applications, ISSN 1095-7162, 01/2015, Volume 36, Issue 2, pp. 496 - 522
.... In this paper, we first provide new uniqueness conditions for one factor matrix of the coupled canonical polyadic decomposition (CPD... 
Canonical polyadic decomposition | Higher-order tensor | Coupled matrix-tensor factorization | Coupled decompositions | Canonical decomposition (CANDECOMP) | Parallel factor (PARAFAC) | Physical Sciences | Mathematics | Mathematics, Applied | Science & Technology
Journal Article
SIAM journal on matrix analysis and applications, ISSN 0895-4798, 2013, Volume 34, Issue 3, pp. 855 - 875
Journal Article
SIAM review, ISSN 0036-1445, 03/2020, Volume 62, Issue 1, pp. 133 - 163
.... This work develops a generalized canonical polyadic (GCP) low-rank tensor decomposition that allows other loss functions besides squared error... 
Physical Sciences | Mathematics | Mathematics, Applied | Science & Technology | Bernoulli tensor factorization | CANDECOMP | Canonical polyadic (CP) tensor decomposition | missing data | PARAFAC | Poisson tensor factorization
Journal Article
SIAM journal on matrix analysis and applications, ISSN 0895-4798, 2015, Volume 36, Issue 3, pp. 1015 - 1045
The coupled canonical polyadic decomposition (CPD) is an emerging tool for the joint analysis of multiple data sets in signal processing and statistics... 
Canonical polyadic decomposition | Higher-order tensor | Coupled matrix-tensor factorization | Coupled decompositions | Polyadic decomposition | Canonical decomposition | Parallel factor | Physical Sciences | Mathematics | Mathematics, Applied | Science & Technology
Journal Article
IEEE transactions on signal processing, ISSN 1941-0476, 01/2017, Volume 65, Issue 2, pp. 517 - 527
.... We make a connection with coupled Canonical Polyadic Decomposition (CPD), which allows us to better exploit the rich MHR structure than existing approaches in the derivation of uniqueness results... 
Tensile stress | multidimensional harmonic retrieval | Writing | Harmonic analysis | Matrix decomposition | Indexes | tensor | Antenna arrays | Coupled canonical polyadic decomposition | Vandermonde matrix | Engineering, Electrical & Electronic | Engineering | Technology | Science & Technology | Signal processing | Research | Reorganization and restructuring
Journal Article
IEEE transactions on signal processing, ISSN 1941-0476, 01/2017, Volume 65, Issue 2, pp. 528 - 539
...) and the recently proposed coupled canonical polyadic decomposition (CPD), which implies new uniqueness conditions for MHR that are more relaxed than the existing results based on a Vandermonde constrained CPD... 
multirate sampling | Tensile stress | multidimensional harmonic retrieval | Signal processing algorithms | Harmonic analysis | Eigenvalues and eigenfunctions | Generators | direction of arrival estimation | simultaneous matrix diagonalization | Matrix decomposition | Indexes | Coupled canonical polyadic decomposition | Engineering, Electrical & Electronic | Engineering | Technology | Science & Technology | Algorithms | Research
Journal Article