Mathematical Principles Of Topological And Geometric Data Analysis - Jurgen Jost
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Mathematical Principles Of Topological And Geometric Data Analysis - Jurgen Jost
This Book Explores And Demonstrates How Geometric Tools Can Be In Data Analysis. Beginning With A Systematic Exposition Of The Mathematical Prerequisites, Covering Topics Ranging From Category Theory To Algebraic Topology, Riemannian Geometry, Operator Theory And Network Analysis, It Goes On To Describe And Analyze Some Of The Most Important Machine Learning Techniques For Dimension Reduction, Including The Different Types Of Manifold Learning And Kernel Methods. It Also Develops A Notion Of Curvature Of Generalized Metric Spaces, Based On The Notion Of Hyperconvexity, Which Can Be For The Topological Representation Of Geometric Information.
- 品牌: Unbranded
- 类别: 科学、 医学与自然
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语言: English
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作者: Jurgen Jost
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出版日期: 2023-07-30
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页数: 281
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出版社／标签: Springer International Publishing AG
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格式: Hardback
- Fruugo ID: 225635500-481540870
- ISBN: 9783031334399
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