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In this chapter, we provide a comprehensive description of the IsUMap scheme, an alternative to the UMAP algorithm which was already briefly introduced in Sect. 5.2.5 . The development of IsUMap has been presented gradually throughout the text, particularly in the Sect. 3.6 in Chap. 3 and in Sect. 5.2.5 in Chap. 5 . Here, we now offer a detailed exposition of the algorithm, directing readers to the corresponding sections for a deeper understanding of the theoretical foundation of each step.

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IsUMap: An Alternative to the UMAP Embedding

  • 章节

  • 出版模式：

    开放获取

  • 发表日期：

    2025年

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  • Lukas Silvester Barth,
  • Hannaneh Fahimi,
  • Parvaneh Joharinad,
  • Jürgen Jost,
  • Janis Keck

摘要

In this chapter, we provide a comprehensive description of the IsUMap scheme, an alternative to the UMAP algorithm which was already briefly introduced in Sect. 5.2.5 . The development of IsUMap has been presented gradually throughout the text, particularly in the Sect. 3.6 in Chap. 3 and in Sect. 5.2.5 in Chap. 5 . Here, we now offer a detailed exposition of the algorithm, directing readers to the corresponding sections for a deeper understanding of the theoretical foundation of each step.