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Persistence Theory: From Quiver Representations to Data Analysis (Mathematical Surveys and Monographs)

جلد کتاب Persistence Theory: From Quiver Representations to Data Analysis (Mathematical Surveys and Monographs)

معرفی کتاب «Persistence Theory: From Quiver Representations to Data Analysis (Mathematical Surveys and Monographs)» نوشتهٔ Oudot, Steve Y.، منتشرشده توسط نشر American Mathematical Society در سال 2015. این کتاب در فرمت pdf، زبان انگلیسی ارائه شده است.

"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 proofs so the reader can understand the mechanisms at work. The book is organizaed into three parts. The first part is dedicated to the foundations of persistence and emphasizes its connection to quiver representation theory. The second part focuses on its connection to applications through a few selected topics. The third part provides perspectives for both the theory and its applications. The book can be used as a text for a course on applied topology or data analysis"--Back cover. 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 algebraic, topological, and algorithmic aspects. It also elaborates on applications in data analysis. Read more... 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 level of detail of the exposition has been set so as to keep a survey style, while providing sufficient insights into the proofs so the reader can understand the mechanisms at work. The book is organized into three parts. The first part is dedicated to the foundations of persistence and emphasizes its connection to quiver representation theory. The second part focuses on its connection to applications through a few selected topics. The third part provides perspectives for both the theory and its applications. It can be used as a text for a course on applied topology, on data analysis, or on applied statistics. 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
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