专题:Tensor decomposition and applications

This cluster of papers focuses on the theory and applications of tensor decompositions, particularly in the context of multilinear algebra. It covers various decomposition methods such as Singular Value Decomposition, Parallel Factor Analysis, Canonical Polyadic Decomposition, and Tucker Decomposition, along with their applications in signal processing and machine learning.
最新文献
White Matter Differences in Early‐Stage Alcohol Use Disorder: Diffusion Tensor and Neurite Orientation Dispersion and Density Measures of Structural Integrity

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Scalable Tensor Methods for Nonuniform Hypergraphs

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Artificial Intelligence and Inherent Mathematical Difficulty

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Block Tensor Ring Decomposition: Theory and Application

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Tensor network decomposition for data recovery: Recent advancements and future prospects

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Multi-view K-means clustering via manifold learning and tensor nonconvex regularization

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Deep Learning Spinfoam Vertex Amplitudes: The Euclidean Barrett–Crane Model

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Subspace power method for symmetric tensor decomposition

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PuzzleTensor: A Method-Agnostic Data Transformation for Compact Tensor Factorization

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Embedding tensors on Lie triple systems

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近5年高被引文献
The ITensor Software Library for Tensor Network Calculations

article Full Text OpenAlex 828 FWCI461.32465666

Discovering faster matrix multiplication algorithms with reinforcement learning

article Full Text OpenAlex 389 FWCI85.69978507

A Refined Laser Method and Faster Matrix Multiplication

book-chapter Full Text OpenAlex 271 FWCI39.96763754

Bayesian Temporal Factorization for Multidimensional Time Series Prediction

article Full Text OpenAlex 243 FWCI24.19661846

A Comprehensive Survey on Multi-View Clustering

article Full Text OpenAlex 213 FWCI54.40933507

Codebase release 0.3 for ITensor

article Full Text OpenAlex 188 FWCI110.34228429

A Novel Approach to Large-Scale Dynamically Weighted Directed Network Representation

article Full Text OpenAlex 187 FWCI22.01215772

Multilayer Sparsity-Based Tensor Decomposition for Low-Rank Tensor Completion

article Full Text OpenAlex 184 FWCI28.0347126

Low-Rank Tensor Graph Learning for Multi-View Subspace Clustering

article Full Text OpenAlex 179 FWCI17.76939168

Generalized Nonconvex Low-Rank Tensor Approximation for Multi-View Subspace Clustering

article Full Text OpenAlex 166 FWCI26.07424318