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Nonlinear Dimensionality Reduction Techniques

- A Data Structure Preservation Approach

About Nonlinear Dimensionality Reduction Techniques

This book proposes tools for analysis of multidimensional and metric data, by establishing a state-of-the-art of the existing solutions and developing new ones. This book reviews existing techniques for visual data exploration and dimensionality reduction such as tSNE and Isomap, and proposes new solutions to challenges in that field.

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  • Language:
  • English
  • ISBN:
  • 9783030810252
  • Binding:
  • Hardback
  • Pages:
  • 247
  • Published:
  • December 2, 2021
  • Edition:
  • 12022
  • Dimensions:
  • 155x235x0 mm.
  • Weight:
  • 606 g.
Delivery: 2-4 weeks
Expected delivery: November 28, 2024

Description of Nonlinear Dimensionality Reduction Techniques

This book proposes tools for analysis of multidimensional and metric data, by establishing a state-of-the-art of the existing solutions and developing new ones. This book reviews existing techniques for visual data exploration and dimensionality reduction such as tSNE and Isomap, and proposes new solutions to challenges in that field.

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