Persistence theory : from quiver representations to data analysis / Steve Y. Oudot.
Material type: TextSeries: Mathematical surveys and monographs ; v 209.Publication details: Providence : American Mathematical Society, 2015.Description: viii, 218 p. : illustrations (some color) ; 26 cmISBN:- 9781470425456 (alk. paper)
- 510MS 23 Am512
Item type | Current library | Call number | Status | Date due | Barcode | Item holds | |
---|---|---|---|---|---|---|---|
Books | ISI Library, Kolkata | 510MS Am512 (Browse shelf(Opens below)) | Available | 136735 |
Includes bibliographical references and index.
Part 1. Theoretical foundations:
1. Algebraic persistence --
2. Topological persistence --
3. Stability --
Part 2. Applications:
4. Topological inference --
5. Topological inference 2.0 --
6. Clustering --
7. Signatures for metric spaces --
Part 3. Perspectives:
8. New trends in topological data analysis --
9. Further prospects on the theory --
Appendix A. Introduction to quiver theory with a view toward persistence --
Bibliography --
List of figures --
Index.
"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.
There are no comments on this title.