Elements Of Dimensionality Reduction And Manifold Learning - Benyamin Ghojogh
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Elements Of Dimensionality Reduction And Manifold Learning - Benyamin Ghojogh
Dimensionality Reduction, Also Known As Manifold Learning, Is An Area Of Machine Learning For Extracting Informative Features From Data For Better Representation Of Data Or Separation Between Classes. This Book Presents A Cohesive Review Of Linear And Nonlinear Dimensionality Reduction And Manifold Learning. Three Main Aspects Of Dimensionality Reduction Are Covered: Spectral Dimensionality Reduction, Probabilistic Dimensionality Reduction, And Neural Network-based Dimensionality Reduction, Which Have Geometric, Probabilistic, And Information-theoretic Points Of View To Dimensionality Reduction, Respectively.
- 品牌: Unbranded
- 类别: 计算机与互联网
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语言: English
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作者: Benyamin Ghojogh
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出版日期: 2023-02-03
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页数: 636
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出版社／标签: Springer Nature B.V
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格式: Hardcover
- Fruugo ID: 488348806-1010610863
- ISBN: 9783031106019
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