Persistence theory emerged in the early 2000s as a new theory in the area of applied and computational topology. This book provides a broad and modern view of persistence theory, including its algebraic, topological, and algorithmic aspects. It also elaborates on applications in data analysis. The l
Persistence theory: from quiver representations to data analysis
โ Scribed by Oudot, Steve Y
- Publisher
- American Mathematical Society
- Year
- 2015
- Tongue
- English
- Leaves
- 229
- Series
- AMS Mathematical Surveys and Monographs 209
- Category
- Library
No coin nor oath required. For personal study only.
โฆ Synopsis
"Persistence theory emerged in the early 2000s as a new theory in the area of applied and computational topology. This book provides a broad and modern view of the subject, including its algebraic, topological, and algorithmic aspects. It also elaborates on applications in data analysis. The level of detail of the exposition has been set so as to keep a survey style, while providing sufficient insights into the Read more...
Abstract:
โฆ Table of Contents
Content: * Theoretical foundations: Algebraic persistence Topological persistence Stability Applications: Topological inference Topological inference 2.0 Clustering Signatures for metric spaces Perspectives: New trends in topological data analysis Further prospects on the theory Introduction to quiver theory with a view toward persistence Bibliography List of figures Index
โฆ Subjects
Algebraic topology;Homology theory;Statistics -- Data analysis;Algebraic topology -- Applied homological algebra and category theory -- Simplicial sets and complexes;Associative rings and algebras -- Representation theory of rings and algebras -- Representations of quivers and partially ordered sets;Computer science -- Computing methodologies and applications -- Computer graphics;computational geometry
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