Found 42 Documents (Results 1–42)
Augmented Lagrangian method for tensor low-rank and sparsity models in multi-dimensional image recovery. (English) Zbl 07909964
A block-randomized stochastic method with importance sampling for CP tensor decomposition. (English) Zbl 1536.65050
Average-case complexity of tensor decomposition for low-degree polynomials. (English) Zbl 07844703
Saha, Barna (ed.) et al., Proceedings of the 55th annual ACM SIGACT symposium on theory of computing, STOC ’23, Orlando, FL, USA, June 20–23, 2023. New York, NY: Association for Computing Machinery (ACM). 1685-1698 (2023).
MSC:
68Qxx
An efficient randomized fixed-precision algorithm for tensor singular value decomposition. (English) Zbl 07776130
Commun. Appl. Math. Comput. 5, No. 4, 1564-1583 (2023); correction ibid. 6, No. 4, 2332-2335 (2024).
Alternating Mahalanobis distance minimization for accurate and well-conditioned CP decomposition. (English) Zbl 1527.15026
Coseparable nonnegative matrix factorization. (English) Zbl 07752098
MSC:
68T10
65F30
Convolution hierarchical deep-learning neural networks (C-HiDeNN): finite elements, isogeometric analysis, tensor decomposition, and beyond. (English) Zbl 1527.74082
Low-rank nonnegative tensor approximation via alternating projections and sketching. (English) Zbl 1505.65185
Nonnegative low rank tensor approximations with multidimensional image applications. (English) Zbl 1542.65051
Information theory and recovery algorithms for data fusion in Earth observation. (English) Zbl 07633128
Kutyniok, Gitta (ed.) et al., Compressed sensing in information processing. Cham: Birkhäuser. Appl. Numer. Harmon. Anal., 435-469 (2022).
Multi-dimensional image recovery via fully-connected tensor network decomposition under the learnable transforms. (English) Zbl 1504.94015
Robust tensor completion: equivalent surrogates, error bounds, and algorithms. (English) Zbl 1497.65080
Hyperspectral super-resolution accounting for spectral variability: coupled tensor LL1-based recovery and blind unmixing of the unknown super-resolution image. (English) Zbl 1524.68425
MSC:
68U10
MuLOT: multi-level optimization of the canonical polyadic tensor decomposition at large-scale. (English) Zbl 1495.68193
Bellatreche, Ladjel (ed.) et al., Advances in databases and information systems. 25th European conference, ADBIS 2021, Tartu, Estonia, August 24–26, 2021. Proceedings. Cham: Springer. Lect. Notes Comput. Sci. 12843, 198-212 (2021).
Tensor decision trees for continual learning from drifting data streams. (English) Zbl 07465773
MSC:
68T05
Mode-wise tensor decompositions: multi-dimensional generalizations of CUR decompositions. (English) Zbl 07415128
MSC:
68T05
A sharp blockwise tensor perturbation bound for orthogonal iteration. (English) Zbl 07415122
MSC:
68T05
A Barzilai-Borwein gradient algorithm for spatio-temporal internet traffic data completion via tensor triple decomposition. (English) Zbl 1528.68041
Comparison of accuracy and scalability of Gauss-Newton and alternating least squares for CANDECOMC/PARAFAC decomposition. (English) Zbl 07379625
Structuring data with block term decomposition: decomposition of joint tensors and variational block term decomposition as a parametrized mixture distribution model. (English. Russian original) Zbl 1468.62309
Comput. Math. Math. Phys. 61, No. 5, 816-835 (2021); translation from Zh. Vychisl. Mat. Mat. Fiz. 61, No. 5, 845-864 (2021).
Tensor train rank minimization with nonlocal self-similarity for tensor completion. (English) Zbl 1467.94004
Resonator networks. II: Factorization performance and capacity compared to optimization-based methods. (English) Zbl 1497.68180
Tensor regression networks. (English) Zbl 1517.68335
A unified framework for structured graph learning via spectral constraints. (English) Zbl 1498.68246
Rank minimization on tensor ring: an efficient approach for tensor decomposition and completion. (English) Zbl 1494.68235
Non-local blind hyperspectral image super-resolution via 4D sparse tensor factorization and low-rank. (English) Zbl 1448.68450
Boolean tensor decomposition for conjunctive queries with negation. (English) Zbl 07561481
Barcelo, Pablo (ed.) et al., 22nd international conference on database theory, ICDT 2019, March 26–28, 2019, Lisbon, Portugal. Wadern: Schloss Dagstuhl – Leibniz Zentrum für Informatik. LIPIcs – Leibniz Int. Proc. Inform. 127, Article 21, 19 p. (2019).
MSC:
68P15
Nonnegative tensor decomposition with custom clustering for microphase separation of block copolymers. (English) Zbl 07260638
A practical randomized CP tensor decomposition. (English) Zbl 1444.65016
Reviewer: Gunther Schmidt (München)
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