Data Visualization with Category Theory and Geometry: With a Critical Analysis and Refinement of UMAP

Author:   Lukas Silvester Barth ,  Hannaneh Fahimi ,  Parvaneh Joharinad ,  Jürgen Jost
Publisher:   Springer International Publishing AG
Volume:   3
ISBN:  

9783031979729


Pages:   272
Publication Date:   08 August 2025
Format:   Hardback
Availability:   Manufactured on demand   Availability explained
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Data Visualization with Category Theory and Geometry: With a Critical Analysis and Refinement of UMAP


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Author:   Lukas Silvester Barth ,  Hannaneh Fahimi ,  Parvaneh Joharinad ,  Jürgen Jost
Publisher:   Springer International Publishing AG
Imprint:   Springer International Publishing AG
Volume:   3
ISBN:  

9783031979729


ISBN 10:   3031979729
Pages:   272
Publication Date:   08 August 2025
Audience:   Professional and scholarly ,  College/higher education ,  Professional & Vocational ,  Postgraduate, Research & Scholarly
Format:   Hardback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

Chapter 1. Introduction.- Chapter 2. Illustrating UMAP on some simple data sets.- Chapter 3. Metrics and Riemannian manifolds.- Chapter 4.  Merging fuzzy simplicial sets and metric spaces: A category theoretical approach.- Chapter 5. UMAP.- Chapter 6.  IsUMap: An alternative to the UMAP embedding.

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