Computational topology for data analysis / (Record no. 46354)

MARC details
000 -LEADER
fixed length control field 02610nam a2200313 i 4500
003 - CONTROL NUMBER IDENTIFIER
control field UkCbUP
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20251211145246.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 210507s2022||||enk o ||1 0|eng|d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781009099950 (ebook)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Cancelled/invalid ISBN 9781009098168 (hardback)
041 ## - LANGUAGE CODE
Language English
082 00 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 514.7
Edition number 23/eng/20211029
Item number DEY
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Dey, Tamal K.
245 10 - TITLE STATEMENT
Title Computational topology for data analysis /
Statement of responsibility, etc Tamal Krishna Dey, Purdue University, Yusu Wang, University of California, San Diego.
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication, distribution, etc Cambridge, United Kingdom :
Name of publisher, distributor, etc Cambridge University Press,
Date of publication, distribution, etc 2022.
300 ## - PHYSICAL DESCRIPTION
Extent xix, 433 pages :
Other physical details illustrations ;
500 ## - GENERAL NOTE
General note Title from publisher's bibliographic system (viewed on 18 Feb 2022).
505 ## - FORMATTED CONTENTS NOTE
Contents 1. Basics; 2. Complexes and homology groups; 3. Topological persistence; 4. General persistence; 5. Generators and optimality; 6. Topological analysis of point clouds; 7. Reeb graphs; 8. Topological analysis of graphs; 9. Cover, nerve and Mapper; 10. Discrete Morse theory and applications; 11. Multiparameter persistence and decomposition; 12. Multiparameter persistence and distances; 13. Topological persistence and machine learning.
520 ## - SUMMARY, ETC.
Summary, etc 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.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Topology.
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Wang, Yusu,
856 40 - ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier <a href="https://ezproxy.lib.gla.ac.uk/login?url=https://doi.org/10.1017/9781009099950">https://ezproxy.lib.gla.ac.uk/login?url=https://doi.org/10.1017/9781009099950</a>
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Dewey Decimal Classification
Koha item type General Books
100 1# - MAIN ENTRY--PERSONAL NAME
Fuller form of name (Tamal Krishna),
Dates associated with a name 1964-
Relator term author.
700 1# - ADDED ENTRY--PERSONAL NAME
Dates associated with a name 1976-
Relator term author.
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Display text Print version:
International Standard Book Number 9781009098168.
856 40 - ELECTRONIC LOCATION AND ACCESS
Public note Connect to e-book
907 ## - LOCAL DATA ELEMENT G, LDG (RLIN)
a .b40749034
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Collection code Home library Location Shelving location Date of Cataloging Total Checkouts Full call number Barcode Date last seen Price effective from Koha item type
    Dewey Decimal Classification     Non-fiction CUTN Central Library CUTN Central Library Sciences 11/12/2025   514.7 DEY 54646 11/12/2025 11/12/2025 General Books