Topological Persistence In Geometry And Analysis
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Author |
: Leonid Polterovich |
Publisher |
: American Mathematical Soc. |
Total Pages |
: 143 |
Release |
: 2020-05-11 |
ISBN-10 |
: 9781470454951 |
ISBN-13 |
: 1470454955 |
Rating |
: 4/5 (51 Downloads) |
Synopsis Topological Persistence in Geometry and Analysis by : Leonid Polterovich
The theory of persistence modules originated in topological data analysis and became an active area of research in algebraic topology. This book provides a concise and self-contained introduction to persistence modules and focuses on their interactions with pure mathematics, bringing the reader to the cutting edge of current research. In particular, the authors present applications of persistence to symplectic topology, including the geometry of symplectomorphism groups and embedding problems. Furthermore, they discuss topological function theory, which provides new insight into oscillation of functions. The book is accessible to readers with a basic background in algebraic and differential topology.
Author |
: Tamal Krishna Dey |
Publisher |
: Cambridge University Press |
Total Pages |
: 456 |
Release |
: 2022-03-10 |
ISBN-10 |
: 9781009103190 |
ISBN-13 |
: 1009103199 |
Rating |
: 4/5 (90 Downloads) |
Synopsis Computational Topology for Data Analysis by : Tamal Krishna Dey
Topological data analysis (TDA) has emerged recently as a viable tool for analyzing complex data, and the area has grown substantially both in its methodologies and applicability. Providing a computational and algorithmic foundation for techniques in TDA, this comprehensive, self-contained text introduces students and researchers in mathematics and computer science to the current state of the field. The book features a description of mathematical objects and constructs behind recent advances, the algorithms involved, computational considerations, as well as examples of topological structures or ideas that can be used in applications. It provides a thorough treatment of persistent homology together with various extensions – like zigzag persistence and multiparameter persistence – and their applications to different types of data, like point clouds, triangulations, or graph data. Other important topics covered include discrete Morse theory, the Mapper structure, optimal generating cycles, as well as recent advances in embedding TDA within machine learning frameworks.
Author |
: Steve Y. Oudot |
Publisher |
: American Mathematical Soc. |
Total Pages |
: 229 |
Release |
: 2017-05-17 |
ISBN-10 |
: 9781470434434 |
ISBN-13 |
: 1470434431 |
Rating |
: 4/5 (34 Downloads) |
Synopsis Persistence Theory: From Quiver Representations to Data Analysis by : Steve Y. Oudot
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 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. The book can be used as a text for a course on applied topology or data analysis.
Author |
: Robert W. Ghrist |
Publisher |
: Createspace Independent Publishing Platform |
Total Pages |
: 0 |
Release |
: 2014 |
ISBN-10 |
: 1502880857 |
ISBN-13 |
: 9781502880857 |
Rating |
: 4/5 (57 Downloads) |
Synopsis Elementary Applied Topology by : Robert W. Ghrist
This book gives an introduction to the mathematics and applications comprising the new field of applied topology. The elements of this subject are surveyed in the context of applications drawn from the biological, economic, engineering, physical, and statistical sciences.
Author |
: Jean-Daniel Boissonnat |
Publisher |
: Cambridge University Press |
Total Pages |
: 247 |
Release |
: 2018-09-27 |
ISBN-10 |
: 9781108419390 |
ISBN-13 |
: 1108419399 |
Rating |
: 4/5 (90 Downloads) |
Synopsis Geometric and Topological Inference by : Jean-Daniel Boissonnat
A rigorous introduction to geometric and topological inference, for anyone interested in a geometric approach to data science.
Author |
: Gunnar Carlsson |
Publisher |
: Cambridge University Press |
Total Pages |
: 233 |
Release |
: 2021-12-16 |
ISBN-10 |
: 9781108838658 |
ISBN-13 |
: 1108838650 |
Rating |
: 4/5 (58 Downloads) |
Synopsis Topological Data Analysis with Applications by : Gunnar Carlsson
This timely text introduces topological data analysis from scratch, with detailed case studies.
Author |
: Herbert Edelsbrunner |
Publisher |
: American Mathematical Society |
Total Pages |
: 241 |
Release |
: 2022-01-31 |
ISBN-10 |
: 9781470467692 |
ISBN-13 |
: 1470467690 |
Rating |
: 4/5 (92 Downloads) |
Synopsis Computational Topology by : Herbert Edelsbrunner
Combining concepts from topology and algorithms, this book delivers what its title promises: an introduction to the field of computational topology. Starting with motivating problems in both mathematics and computer science and building up from classic topics in geometric and algebraic topology, the third part of the text advances to persistent homology. This point of view is critically important in turning a mostly theoretical field of mathematics into one that is relevant to a multitude of disciplines in the sciences and engineering. The main approach is the discovery of topology through algorithms. The book is ideal for teaching a graduate or advanced undergraduate course in computational topology, as it develops all the background of both the mathematical and algorithmic aspects of the subject from first principles. Thus the text could serve equally well in a course taught in a mathematics department or computer science department.
Author |
: Hoon Hong |
Publisher |
: Springer |
Total Pages |
: 762 |
Release |
: 2014-08-01 |
ISBN-10 |
: 9783662441992 |
ISBN-13 |
: 3662441993 |
Rating |
: 4/5 (92 Downloads) |
Synopsis Mathematical Software -- ICMS 2014 by : Hoon Hong
This book constitutes the proceedings of the 4th International Conference on Mathematical Software, ICMS 2014, held in Seoul, South Korea, in August 2014. The 108 papers included in this volume were carefully reviewed and selected from 150 submissions. The papers are organized in topical sections named: invited; exploration; group; coding; topology; algebraic; geometry; surfaces; reasoning; special; Groebner; triangular; parametric; interfaces and general.
Author |
: Herbert Edelsbrunner |
Publisher |
: Springer Science & Business |
Total Pages |
: 105 |
Release |
: 2014-04-28 |
ISBN-10 |
: 9783319059570 |
ISBN-13 |
: 3319059572 |
Rating |
: 4/5 (70 Downloads) |
Synopsis A Short Course in Computational Geometry and Topology by : Herbert Edelsbrunner
This monograph presents a short course in computational geometry and topology. In the first part the book covers Voronoi diagrams and Delaunay triangulations, then it presents the theory of alpha complexes which play a crucial role in biology. The central part of the book is the homology theory and their computation, including the theory of persistence which is indispensable for applications, e.g. shape reconstruction. The target audience comprises researchers and practitioners in mathematics, biology, neuroscience and computer science, but the book may also be beneficial to graduate students of these fields.
Author |
: Afra J. Zomorodian |
Publisher |
: Cambridge University Press |
Total Pages |
: 264 |
Release |
: 2005-01-10 |
ISBN-10 |
: 1139442635 |
ISBN-13 |
: 9781139442633 |
Rating |
: 4/5 (35 Downloads) |
Synopsis Topology for Computing by : Afra J. Zomorodian
The emerging field of computational topology utilizes theory from topology and the power of computing to solve problems in diverse fields. Recent applications include computer graphics, computer-aided design (CAD), and structural biology, all of which involve understanding the intrinsic shape of some real or abstract space. A primary goal of this book is to present basic concepts from topology and Morse theory to enable a non-specialist to grasp and participate in current research in computational topology. The author gives a self-contained presentation of the mathematical concepts from a computer scientist's point of view, combining point set topology, algebraic topology, group theory, differential manifolds, and Morse theory. He also presents some recent advances in the area, including topological persistence and hierarchical Morse complexes. Throughout, the focus is on computational challenges and on presenting algorithms and data structures when appropriate.