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Tensor networks for dimensionality reduction and large-scale optimization: part 2 applications and future perspectives
This monograph builds on Tensor Networks for Dimensionality Reduction and Large-scale Optimization: Part 1 Low-Rank Tensor Decompositions by discussing tensor network models for super-compressed higher-order representation of data/parameters and cost functions, together with an outline of their appl...
| Autores principales: | , , , , , |
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| Lenguaje: | eng |
| Publicado: |
Now Publishers
2017
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| Materias: | |
| Acceso en línea: | http://cds.cern.ch/record/2762204 |
| _version_ | 1780970662728302592 |
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| author | Cichocki, Andrzej Lee, Namgil Oseledets, Ivan Phan, Anh Huy Zhao, Qibin Mandic, Danilo P |
| author_facet | Cichocki, Andrzej Lee, Namgil Oseledets, Ivan Phan, Anh Huy Zhao, Qibin Mandic, Danilo P |
| author_sort | Cichocki, Andrzej |
| collection | CERN |
| description | This monograph builds on Tensor Networks for Dimensionality Reduction and Large-scale Optimization: Part 1 Low-Rank Tensor Decompositions by discussing tensor network models for super-compressed higher-order representation of data/parameters and cost functions, together with an outline of their applications in machine learning and data analytics. |
| id | cern-2762204 |
| institution | Organización Europea para la Investigación Nuclear |
| language | eng |
| publishDate | 2017 |
| publisher | Now Publishers |
| record_format | invenio |
| spelling | cern-27622042021-04-21T16:39:13Zhttp://cds.cern.ch/record/2762204engCichocki, AndrzejLee, NamgilOseledets, IvanPhan, Anh HuyZhao, QibinMandic, Danilo PTensor networks for dimensionality reduction and large-scale optimization: part 2 applications and future perspectivesXXThis monograph builds on Tensor Networks for Dimensionality Reduction and Large-scale Optimization: Part 1 Low-Rank Tensor Decompositions by discussing tensor network models for super-compressed higher-order representation of data/parameters and cost functions, together with an outline of their applications in machine learning and data analytics.Now Publishersoai:cds.cern.ch:27622042017 |
| spellingShingle | XX Cichocki, Andrzej Lee, Namgil Oseledets, Ivan Phan, Anh Huy Zhao, Qibin Mandic, Danilo P Tensor networks for dimensionality reduction and large-scale optimization: part 2 applications and future perspectives |
| title | Tensor networks for dimensionality reduction and large-scale optimization: part 2 applications and future perspectives |
| title_full | Tensor networks for dimensionality reduction and large-scale optimization: part 2 applications and future perspectives |
| title_fullStr | Tensor networks for dimensionality reduction and large-scale optimization: part 2 applications and future perspectives |
| title_full_unstemmed | Tensor networks for dimensionality reduction and large-scale optimization: part 2 applications and future perspectives |
| title_short | Tensor networks for dimensionality reduction and large-scale optimization: part 2 applications and future perspectives |
| title_sort | tensor networks for dimensionality reduction and large-scale optimization: part 2 applications and future perspectives |
| topic | XX |
| url | http://cds.cern.ch/record/2762204 |
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