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
Hadamard–Hitchcock decompositions: Identifiability and computation

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TEMP: A Memory Efficient Physical-Aware Tensor Partition-Mapping Framework on Wafer-Scale Chips

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VQA_POISSON: A quantum library for solving two-dimensional poisson equations with mixed boundary conditions

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Overcomplete Tensor Decomposition via Koszul-Young Flattenings

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Trident Reconstruction Operator (TRO) v1- symmetry-closure for missing-variable recovery, coherence gating, and external-blockage localization (TRO×RID)

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Tensor basis neural networks for unsteady turbulent flow prediction

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Best linear unbiased prediction in the two-way error components model with AR (1) error processes

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Tensor-Train Operator Inference

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Tensor Low-Rank Orthogonal Compression for Convolutional Neural Networks

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Fundamental frequency clustering-driven tensor singular spectrum decomposition for multimodal signal-to-text conversion

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

article Full Text OpenAlex 899 FWCI124.1725

Discovering faster matrix multiplication algorithms with reinforcement learning

article Full Text OpenAlex 431 FWCI55.642

A Comprehensive Survey on Multi-View Clustering

article Full Text OpenAlex 260 FWCI45.8343

Codebase release 0.3 for ITensor

article Full Text OpenAlex 211 FWCI30.0932

MIONet: Learning Multiple-Input Operators via Tensor Product

article Full Text OpenAlex 178 FWCI19.875

NeuLFT: A Novel Approach to Nonlinear Canonical Polyadic Decomposition on High-Dimensional Incomplete Tensors

article Full Text OpenAlex 160 FWCI21.6538

Low-Rank High-Order Tensor Completion With Applications in Visual Data

article Full Text OpenAlex 142 FWCI18.6387

Krylov complexity from integrability to chaos

article Full Text OpenAlex 136 FWCI19.9102

Krylov localization and suppression of complexity

article Full Text OpenAlex 130 FWCI19.1541

Simulation of Quantum Circuits Using the Big-Batch Tensor Network Method

article Full Text OpenAlex 127 FWCI17.1095