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A survey on deep matrix factorizations (Q2668399)

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Language	Label	Description	Also known as
English	A survey on deep matrix factorizations	scientific article

Statements

scholarly article

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A survey on deep matrix factorizations (English)

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Pierre De Handschutter

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Computer Science Review

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publication date

4 March 2022

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full work available at URL

https://arxiv.org/abs/2010.00380

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zbMATH Keywords

machine learning

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matrix factorizations

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deep learning

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data mining

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unsupervised learning

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describes a project that uses

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MaRDI profile type

MaRDI publication profile

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Generalized Low Rank Models

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Why Are Big Data Matrices Approximately Low Rank?

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Learning the parts of objects by non-negative matrix factorization

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Accelerating Nonnegative Matrix Factorization Algorithms Using Extrapolation

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Algorithms for Nonnegative Matrix Factorization with the β-Divergence

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Algorithms for nonnegative matrix and tensor factorizations: a unified view based on block coordinate descent framework

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Simplex-Structured Matrix Factorization: Sparsity-Based Identifiability and Provably Correct Algorithms

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On the Complexity of Nonnegative Matrix Factorization

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Nonnegative Matrix Factorization with the Itakura-Saito Divergence: With Application to Music Analysis

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Blind Audio Source Separation With Minimum-Volume Beta-Divergence NMF

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Sparse and Spurious: Dictionary Learning With Noise and Outliers

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A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems

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Sparse and Unique Nonnegative Matrix Factorization Through Data Preprocessing

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Tensor Decomposition for Signal Processing and Machine Learning

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Multilayer tensor factorization with applications to recommender systems

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Sparse Canonical Temporal Alignment With Deep Tensor Decomposition for Action Recognition

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Generic Uniqueness Conditions for the Canonical Polyadic Decomposition and INDSCAL

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Learning Sparsifying Transforms

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Successive Nonnegative Projection Algorithm for Robust Nonnegative Blind Source Separation

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Projected Gradient Methods for Nonnegative Matrix Factorization

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A Flexible and Efficient Algorithmic Framework for Constrained Matrix and Tensor Factorization

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Hyperspectral unmixing via deep matrix factorization

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Nonlinear total variation based noise removal algorithms

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On the equivalence between non-negative matrix factorization and probabilistic latent semantic indexing

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A Unified Convergence Analysis of Block Successive Minimization Methods for Nonsmooth Optimization

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Gradient Descent with Identity Initialization Efficiently Learns Positive-Definite Linear Transformations by Deep Residual Networks

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Non-Negative Matrix Factorization Revisited: Uniqueness and Algorithm for Symmetric Decomposition

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Multilinear Compressive Sensing and an Application to Convolutional Linear Networks

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Identifiers

zbMATH Open document ID

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10.1016/j.cosrev.2021.100423

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Mathematics Subject Classification ID

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zbMATH DE Number

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Sitelinks

Mathematics(1 entry)

mardi Publication:2668399

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