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Algebraic Foundations for Applied Topology and Data Analysis

Name: Algebraic Foundations for Applied Topology and Data Analysis
Brand: Springer, Berlin
SKU: 9783031066634
Price: 31064 HUF
Availability: InStock

Szerző: Hal Schenck

Nyelv:

Kötés: Kemény kötésű

Kiadó: Springer, Berlin

Elérhetőség: Beszállítói készleten

Küldés 10-13 napon belül

31 064 Ft

This book, aimed at a general mathematical audience, introduces the key structures and algebraic too...

Információk a könyvről

Szerző

Hal Schenck

Nyelv

Angol

Kötés

Könyv - Kemény kötésű

Kiadva

2022

oldal

224

EAN

9783031066634

Enbook ID

39193145

Kiadó

Springer, Berlin

Súly

524

Méretek

155 x 235 x 19

Teljes leírás

This book, aimed at a general mathematical audience, introduces the key structures and algebraic tools used in topological data analysis (TDA). The first third of the book reviews several core areas of mathematics, beginning with basic linear algebra and applications to data fitting and web search algorithms, followed by quick primers on algebra and topology. The middle third of the book introduces algebraic topology, along with applications to sensor networks and voter ranking. The last third of the book covers key contemporary tools in TDA: persistent and multiparameter persistent homology. The book concludes with a user's guide to derived functors and spectral sequences (useful but somewhat technical tools which have recently found applications in TDA), and an appendix illustrating a number of the software packages used in the field. The book is based on a course taught to masters degree students in statistics, and is appropriate for graduate students.