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Tensor Network Contractions
Language: en
Pages: 160
Authors: Shi-Ju Ran
Categories: Science
Type: BOOK - Published: 2020-01-27 - Publisher: Springer Nature

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Tensor network is a fundamental mathematical tool with a huge range of applications in physics, such as condensed matter physics, statistic physics, high energy
Tensor Networks for Dimensionality Reduction and Large-Scale Optimization
Language: en
Pages: 262
Authors: Andrzej Cichocki
Categories: Computers
Type: BOOK - Published: 2017-05-28 - Publisher:

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This monograph builds on Tensor Networks for Dimensionality Reduction and Large-scale Optimization: Part 1 Low-Rank Tensor Decompositions by discussing tensor n
Introduction to Tensor Network Methods
Language: en
Pages: 172
Authors: Simone Montangero
Categories: Science
Type: BOOK - Published: 2018-11-28 - Publisher: Springer

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This volume of lecture notes briefly introduces the basic concepts needed in any computational physics course: software and hardware, programming skills, linear
Tensor Networks for Dimensionality Reduction and Large-scale Optimization
Language: en
Pages: 180
Authors: Andrzej Cichocki
Categories: Dimension reduction (Statistics)
Type: BOOK - Published: 2016 - Publisher:

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Modern applications in engineering and data science are increasingly based on multidimensional data of exceedingly high volume, variety, and structural richness
Tensors: Geometry and Applications
Language: en
Pages: 464
Authors: J. M. Landsberg
Categories: Mathematics
Type: BOOK - Published: 2011-12-14 - Publisher: American Mathematical Soc.

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Tensors are ubiquitous in the sciences. The geometry of tensors is both a powerful tool for extracting information from data sets, and a beautiful subject in it