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Keyword

multiway data

Description: Multiway data are observations organized across three or more dimensions, analyzed using multivariate statistics and related computational methods.
OpenAlex ID: keywords/multiway-data
Global and target analysis of time-resolved spectra
2004 · Ivo H.M. van Stokkum, Delmar S. Larsen, et al. · Biochimica et Biophysica Acta (BBA) - Bioenergetics · 1,753
A Practical Randomized CP Tensor Decomposition
2018 · Casey Battaglino, Grey Ballard, et al. · SIAM Journal on Matrix Analysis and Applications · 213
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Algorithms for Sparse Nonnegative Tucker Decompositions
2008 · Morten Mørup, Lars Kai Hansen, et al. · Neural Computation · 167
Low rank tensor completion for multiway visual data
2018 · Zhen Long, Yipeng Liu, et al. · Signal Processing · 150
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Tensor-based anomaly detection: An interdisciplinary survey
2016 · Hadi Fanaee-T, João Gama · Knowledge-Based Systems · 150
Improved Robust Tensor Principal Component Analysis via Low-Rank Core Matrix
2018 · Yipeng Liu, Longxi Chen, et al. · IEEE Journal of Selected Topics in Signal Processing · 144
Tensor-matrix products with a compressed sparse tensor
2015 · Shaden Smith, George Karypis · 136
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Modeling multi‐way data with linearly dependent loadings
2009 · Rasmus Bro, Richard A. Harshman, et al. · Journal of Chemometrics · 135
Tensor-tensor algebra for optimal representation and compression of multiway data
2021 · Misha E. Kilmer, Lior Horesh, et al. · Proceedings of the National Academy of Sciences · 131
Harnessing the complexity of metabolomic data with chemometrics
2013 · Julien Boccard, Serge Rudaz · Journal of Chemometrics · 129
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Accelerating Online CP Decompositions for Higher Order Tensors
2016 · Shuo Zhou, Nguyen Xuan Vinh, et al. · ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD) · 125
Tensor methods and recommender systems
2017 · Evgeny Frolov, Ivan Oseledets · Wiley Interdisciplinary Reviews Data Mining and Knowledge Discovery · 119
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Multiway multiblock component and covariates regression models
2000 · Age K. Smilde, Johan A. Westerhuis, et al. · Journal of Chemometrics · 109
Probabilistic models for incomplete multi-dimensional arrays
2009 · Wei Chu, Zoubin Ghahramani · 106
Shift-invariant multilinear decomposition of neuroimaging data
2008 · Morten Mørup, Lars Kai Hansen, et al. · NeuroImage · 104
Low CP Rank and Tucker Rank Tensor Completion for Estimating Missing Components in Image Data
2019 · Yipeng Liu, Zhen Long, et al. · IEEE Transactions on Circuits and Systems for Video Technology · 103
Multivariate QSAR
2002 · Márcia M. C. Ferreira · Journal of the Brazilian Chemical Society · 102
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Alternating proximal gradient method for sparse nonnegative Tucker decomposition
2014 · Yangyang Xu · Mathematical Programming Computation · 89
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A comparison of multiway regression and scaling methods
2001 · Stephen P. Gurden, Johan A. Westerhuis, et al. · Chemometrics and Intelligent Laboratory Systems · 85
Hierarchical multilinear models for multiway data
2010 · Peter D. Hoff · Computational Statistics & Data Analysis · 76
Multiview PCA: A Methodology of Feature Extraction and Dimension Reduction for High-Order Data
2021 · Zhiming Xia, Yang Chen, et al. · IEEE Transactions on Cybernetics · 75
On the difference between low-rank and subspace approximation: improved model for multi-linear PLS regression
2001 · Rasmus Bro, Age K. Smilde, et al. · Chemometrics and Intelligent Laboratory Systems · 72
Application of multivariate data analysis for food quality investigations: An example-based review
2021 · Carolien Buvé, Wouter Saeys, et al. · Food Research International · 60
Accelerating the Tucker Decomposition with Compressed Sparse Tensors
2017 · Shaden Smith, George Karypis · Lecture notes in computer science · 59
Latent Structures-Based Multivariate Statistical Process Control: A Paradigm Shift
2013 · Alberto Ferrer · Quality Engineering · 58
Works count: 335
Citation count: 6,508
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