Carlsson, Gunnar
Topological Data Analysis with Applications
- ISBN 13:
- 9781108838658
- author:
- Carlsson, Gunnar
- format:
- Hardback
- publisher:
- Cambridge University Press
- language:
- English
- Publication Year:
- 2021
- Pages:
- 232
- Dimensions:
- 25.1 x 17.5 x 1.6 centimetres (0
- Genre:
- Science, Mathematics, Topology,
- Condition:
- New
- supplier_id:
- 59
- Availability:
- Item usually sent within 5 working days
Description
Topological Data Analysis with Applications by Gunnar Carlsson and Mikael Vejdemo-Johansson is a comprehensive introduction to this emerging field. The authors provide a thorough background in topology and data philosophy, making it accessible to newcomers, while also delving into the more complex concepts for advanced learners. The book covers all the main techniques of topological data analysis, including persistent homology, cohomology, and Mapper, and explores their diverse applications across various fields. Case studies on monitoring infectious diseases and motion capture data are used to illustrate the practical uses of TDA. This self-contained resource is ideal for mathematicians transitioning into data science or data scientists seeking to understand topological data analysis.