Keyword

tensor decomposition

Description: Tensor decomposition is a set of mathematical methods that represent a multidimensional array as combinations of simpler component tensors.

Primary topic: Tensor decomposition and applications (42%)

Wikidata ID: wiki/Q30103009

OpenAlex ID: keywords/tensor-decomposition

Introduction to Computational Chemistry

1998 · Frank Jensen · 4,658

Microstructural and Physiological Features of Tissues Elucidated by Quantitative-Diffusion-Tensor MRI

1996 · Peter J. Basser, Carlo Pierpaoli · Journal of Magnetic Resonance Series B · 4,298

Multilayer networks

2014 · M. Kivela, A. Arenas, et al. · Journal of Complex Networks · 3,222

Tensor-Train Decomposition

2011 · I. V. Oseledets · SIAM Journal on Scientific Computing · 2,644

A Review of Relational Machine Learning for Knowledge Graphs

2015 · Maximilian Nickel, Kevin Murphy, et al. · Proceedings of the IEEE · 1,654

PDF

Tensor Decomposition for Signal Processing and Machine Learning

2017 · Nicholas D. Sidiropoulos, Lieven De Lathauwer, et al. · IEEE Transactions on Signal Processing · 1,620

PDF

Nonnegative Matrix and Tensor Factorizations

2009 · Andrzej Cichocki, Rafal Zdunek, et al. · Wiley eBooks · 1,404

Tensor Decompositions for Signal Processing Applications: From two-way to multiway component analysis

2015 · Andrzej Cichocki, Danilo Mandic, et al. · IEEE Signal Processing Magazine · 1,385

Factorization strategies for third-order tensors

2010 · Misha E. Kilmer, Carla D. Martin · Linear Algebra and its Applications · 1,352

PDF

The Expression of a Tensor or a Polyadic as a Sum of Products

1927 · Frank L. Hitchcock · Studies in Applied Mathematics · 1,343

Multimodal Data Fusion: An Overview of Methods, Challenges, and Prospects

2015 · Dana Lahat, Tulay Adali, et al. · Proceedings of the IEEE · 1,292

The ITensor Software Library for Tensor Network Calculations

2022 · Matthew Fishman, Steven White, et al. · SciPost Physics Codebases · 1,082

PDF

Predicting the Next Location: A Recurrent Model with Spatial and Temporal Contexts

2016 · Qiang Liu, Shu Wu, et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 1,013

Model Compression and Hardware Acceleration for Neural Networks: A Comprehensive Survey

2020 · By Lei Deng, Guoqi Li, et al. · Proceedings of the IEEE · 977

MPCA: Multilinear Principal Component Analysis of Tensor Objects

2008 · Haiping Lu, K.N. Plataniotis, et al. · IEEE Transactions on Neural Networks · 858

Decomposition of magnetotelluric impedance tensors in the presence of local three‐dimensional galvanic distortion

1989 · Ross W. Groom, Richard C. Bailey · Journal of Geophysical Research Atmospheres · 850

Tensor decompositions for learning latent variable models

2014 · Animashree Anandkumar, Rong Ge, et al. · 733

Multiverse recommendation

2010 · Alexandros Karatzoglou, Xavier Amatriain, et al. · ACM Conference on Recommender Systems (RecSys) · 721

TuckER: Tensor Factorization for Knowledge Graph Completion

2019 · Ivana Balazevic, Carl Allen, et al. · 696

PDF

Escaping From Saddle Points --- Online Stochastic Gradient for Tensor Decomposition

2015 · Ge, Rong, Huang, Furong, et al. · arXiv (Cornell University) · 694

PDF

Tensor Spaces and Numerical Tensor Calculus

2012 · Wolfgang Hackbusch · Springer series in computational mathematics · 612

Scalable tensor factorizations for incomplete data

2010 · Evrim Acar, Daniel M. Dunlavy, et al. · Chemometrics and Intelligent Laboratory Systems · 602

PDF

TT-cross approximation for multidimensional arrays

2009 · Ivan Oseledets, Eugene Tyrtyshnikov · Linear Algebra and its Applications · 555

PDF

Travel time estimation of a path using sparse trajectories

2014 · Yilun Wang, Yu Zheng, et al. · ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD) · 534

Temporal Link Prediction Using Matrix and Tensor Factorizations

2011 · Daniel M. Dunlavy, Tamara G. Kolda, et al. · ACM Transactions on Knowledge Discovery from Data · 533

PDF

Works count: 8,578

Citation count: 130,200