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Persistence theory: from quiver representations to data analysis

โœ Scribed by Oudot, Steve Y


Publisher
American Mathematical Society
Year
2015
Tongue
English
Leaves
229
Series
AMS Mathematical Surveys and Monographs 209
Category
Library

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โœฆ 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:
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 Read more...

โœฆ 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

โœฆ 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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