Mathematics of Data – serie
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6 produkter
Algebraic Foundations for Applied Topology and Data Analysis
Av Hal Schenck
Inbunden, 2022
869 kr
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This book gives an intuitive and hands-on introduction to Topological Data Analysis (TDA). Covering a wide range of topics at levels of sophistication varying from elementary (matrix algebra) to esoteric (Grothendieck spectral sequence), it offers a mirror of data science aimed at a general …
Algebraic Foundations for Applied Topology and Data Analysis
Av Hal Schenck
Häftad, 2023
653 kr
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This book gives an intuitive and hands-on introduction to Topological Data Analysis (TDA). Covering a wide range of topics at levels of sophistication varying from elementary (matrix algebra) to esoteric (Grothendieck spectral sequence), it offers a mirror of data science aimed at a general …
Mathematical Principles of Topological and Geometric Data Analysis
Av Parvaneh Joharinad, Jürgen Jost
Inbunden, 2023
815 kr
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This book explores and demonstrates how geometric tools can be used 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 …
Mathematical Principles of Topological and Geometric Data Analysis
Av Parvaneh Joharinad, Jürgen Jost
Häftad, 2024
599 kr
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This book explores and demonstrates how geometric tools can be used 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 …
Data Visualization with Category Theory and Geometry
With a Critical Analysis and Refinement of UMAP
Av Lukas Silvester Barth, Hannaneh Fahimi m. fl.
Inbunden, 2025
542 kr
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This open access book provides a robust exposition of the mathematical foundations of data representation, focusing on two essential pillars of dimensionality reduction methods, namely geometry in general and Riemannian geometry in particular, and category theory.Presenting a list of examples …
Data Visualization with Category Theory and Geometry
With a Critical Analysis and Refinement of UMAP
Av Lukas Silvester Barth, Hannaneh Fahimi m. fl.
Häftad, 2026
437 kr
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This open access book provides a robust exposition of the mathematical foundations of data representation, focusing on two essential pillars of dimensionality reduction methods, namely geometry in general and Riemannian geometry in particular, and category theory.Presenting a list of examples …