Supervised multiway factorization

DOI10.1214/18-EJS1421zbMath1388.62176arXiv1609.03228OpenAlexW2574800895WikidataQ54957636 ScholiaQ54957636MaRDI QIDQ1746558

Eric F. Lock, Gen Li

Publication date: 25 April 2018

Published in: Electronic Journal of Statistics (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/1609.03228

zbMATH Keywords

singular value decompositiondimension reductionlatent variablestensorsfaces in the wildParafac/Candecomp

Mathematics Subject Classification ID

Related Items (5)

Likelihood-Based Dimension Folding on Tensor Data ⋮ Generalized Tensor Decomposition With Features on Multiple Modes ⋮ Integrative Factor Regression and Its Inference for Multimodal Data Analysis ⋮ Tensor-on-Tensor Regression ⋮ SupCP

Uses Software

• GitHub
• Attribute2Image
• LFW
• PubFig

Cites Work

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• Tensor Decompositions and Applications
• Supervised singular value decomposition and its asymptotic properties
• The multilinear normal distribution: introduction and some basic properties
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• Separable factor analysis with applications to mortality data
• Separable covariance arrays via the Tucker product, with applications to multivariate relational data
• Population Value Decomposition, a Framework for the Analysis of Image Populations
• Numerical Methods for Computing Angles Between Linear Subspaces
• Tensor Regression with Applications in Neuroimaging Data Analysis
• Bayesian Factorizations of Big Sparse Tensors
• Prediction by Supervised Principal Components
• Comment
• Projected principal component analysis in factor models

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