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Computational Topology for Data Analysis
Engelsk
Bogcover for Computational Topology for Data Analysis af Tamal Krishna Dey, Yusu Wang, 9781009098168
Specifikationer
Sprog:
Engelsk
Sider:
452
ISBN-13:
9781009098168
Indbinding:
Hardback
ISBN-10:
1009098160
Kategori:
Udg. Dato:
10 mar 2022
Størrelse i cm:
15,8 x 23,4 x 3,5
Oplagsdato:
10 mar 2022
Forfatter(e):
Genre:

Computational Topology for Data Analysis

Engelsk
Hardback 2022
Format:

Bog beskrivelse
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.
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Specifikationer
Sprog:
Engelsk
Sider:
452
ISBN-13:
9781009098168
Indbinding:
Hardback
ISBN-10:
1009098160
Kategori:
Udg. Dato:
10 mar 2022
Størrelse i cm:
15,8 x 23,4 x 3,5
Oplagsdato:
10 mar 2022
Forfatter(e):
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