eBook - PDF

Topological Data Analysis with Applications

Name: Topological Data Analysis with Applications
Author: Gunnar Carlsson,Mikael Vejdemo-Johansson

Gunnar Carlsson,

Mikael Vejdemo-Johansson,

English
PDF
Available on iOS & Android

eBook - PDF

Topological Data Analysis with Applications

Gunnar Carlsson,

Mikael Vejdemo-Johansson,

About this book

The continued and dramatic rise in the size of data sets has meant that new methods are required to model and analyze them. This timely account introduces topological data analysis (TDA), a method for modeling data by geometric objects, namely graphs and their higher-dimensional versions: simplicial complexes. The authors outline the necessary background material on topology and data philosophy for newcomers, while more complex concepts are highlighted for advanced learners. The book covers all the main TDA techniques, including persistent homology, cohomology, and Mapper. The final section focuses on the diverse applications of TDA, examining a number of case studies drawn from monitoring the progression of infectious diseases to the study of motion capture data. Mathematicians moving into data science, as well as data scientists or computer scientists seeking to understand this new area, will appreciate this self-contained resource which explains the underlying technology and how it can be used.

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Yes, you can access Topological Data Analysis with Applications by Gunnar Carlsson,Mikael Vejdemo-Johansson in PDF and/or ePUB format, as well as other popular books in Mathematics & Topology. We have over one million books available in our catalogue for you to explore.